She slammed the newspaper onto the table, the sound echoing in the otherwise silent apartment. Amelia, the chef, stared at the review. The critic had called her signature dish, the lavender-infused duck confit, "an over-ambitious disaster." A wave of nausea washed over her. She pushed herself away from the table and went straight for the couch.

It had been a long, hard climb to get where she was, to open her own restaurant. Now, all her hard work felt wasted. The world outside seemed so bright, so full of possibilities, but she remained motionless, staring up at the ceiling. The apartment was tidy, almost unnervingly so. Amelia felt as though something heavy had settled in her chest and made it hard to breathe, hard to move. All she wanted was to disappear.

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