The fluorescent lights of her office seemed to amplify the internal ache. The speech for her father's retirement loomed, an unwelcome obligation. She felt so utterly drained, so lacking in the enthusiasm everyone expected.

She'd lost interest in her hobbies, in everything. Even the thought of food made her nauseous. Days bled into one another, a monotonous cycle of work and sleep.

She arrived at the banquet hall feeling like an intruder. She sat through the speeches, her mind wandering, her attention drifting. When she stood to speak, the words felt foreign in her mouth. She rushed through it, eager to be done, to escape the noise and the forced cheer.

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