The silence of the empty apartment was deafening. The phone hadn't rung in days. Liam saw his digital drawings on a prominent billboard above a busy intersection. He’d never intended for anyone to see them, digital sketches of monstrous forms, born from a place he’d rather keep private.

He felt a pull on his gut. He didn’t want to go outside, to face the world, to see the billboard that taunted him. He didn’t even want to move. He felt like his heart was lodged in his throat, making it difficult to swallow. He was stuck.

He was suddenly forced from this state. His phone buzzed, a summons from the police station about some charges in relation to the billboard. He barely understood the words, but he knew he was to go there. The thought made his stomach churn. As he stood there, paralyzed, the image of his work, now a public spectacle, burned itself into his memory.

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