The apartment felt like a prison. The walls seemed to be closing in on David, suffocating him. He had lost interest in everything, his passions now reduced to distant memories. He found himself staring at the floorboards, counting the grains of wood, anything to distract him from the crushing weight in his chest. A knock at the door, a woman standing there, a relative he'd never met. His sister. His half-sister. The news struck him with a surprising force, but it didn't change anything.

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