The scent of ink and paper usually comforted Eleanor. Today, though, it felt like a cage. Her poems, private confessions, were now printed on cheap tea towels sold at a local craft fair. She'd given the manuscript to a friend. The betrayal hit her hard.

She sat at her desk, staring at the blank page in her notebook. Her pen felt heavy, her thoughts scattered. She couldn't focus, the words refusing to come. She felt a deep sense of shame, as if her vulnerabilities had been publicly exposed.

She wanted to hide, to disappear, to shield herself from the world. She pushed away from her desk and stood, and moved slowly toward the window. The world outside seemed cold and distant. A sense of helplessness washed over her, leaving her hollow.

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