Sarah slumped against the lockers, the metal cold and unyielding against her back. The accusations, scribbled in bold red ink on the notice board, seemed to scream her name. Her face burned with shame. She wanted to disappear, to dissolve into the worn linoleum floor. The cafeteria buzzed around her, a cacophony of cheerful chatter that felt utterly alien. She couldn’t bring herself to eat. Food had lost all appeal.

Her hands trembled as she pulled her phone out, scrolling through endless, meaningless feeds. She should call her mom. She should probably try to explain what had happened, but she couldn't. The words seemed trapped in her throat. She stared at the screen, her vision swimming with tears.

The walk back to her dorm room was a blur. Every face seemed to judge her, every whisper to carry her name. Her door felt heavy, a physical barrier to the outside world. She locked it and collapsed on the bed, feeling the sudden, overwhelming urge to stay there forever.

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