The world felt loud, jarring. Everything seemed to grate on Maya’s nerves. The constant chatter in the library, the clatter of keyboards, even the rustle of turning pages was unbearable. Professor Ito's departure announcement had shattered her already fragile optimism.

She slammed her laptop shut, a sharp crack echoing in the quiet space. Her hand trembled. She felt a wave of nausea, a physical manifestation of her inner turmoil.

She spent the afternoon staring at the ceiling of her room. The intricate patterns of the plaster were no comfort; they offered no escape from the relentless weight she carried.

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