The locker room felt cavernous, the tiled floor reflecting the fluorescent lights in a cold, unforgiving glare. Mark slowly peeled off his jersey, the fabric clinging to his sweaty skin like a physical manifestation of his misery. The air tasted stale, heavy with the scent of liniment and something else—failure. He stared at his reflection, a stranger with slumped shoulders and eyes that seemed to have lost all their sparkle. Even the familiar thrum of pre-game chatter was muted, drowned out by the ceaseless drumming in his chest.

His coach's words echoed in his ears, each syllable a fresh blow. "We're going in a different direction, Mark." He'd known, deep down, that this was coming. The waning playing time, the averted gazes from teammates. But knowing didn't make it any easier. He fumbled with the clasp of his bag, the motion mechanical, detached.

Later, he walked home. The setting sun cast long, melancholic shadows, mirroring the darkness that had settled within him. He dragged his feet, his usually brisk pace replaced by a shuffle that felt like a slow march to an execution. Each step was a battle against the crushing weight that settled on his chest.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

This story is one of 1,000 stories generated for the emotion depressed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 depressed stories, after denoising with neutral dialogue baselines, produces the depressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the depressed vector is projected through the unembedding matrix.

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307