The bustling street and the chatter of yard-sale shoppers felt like an assault. Liam felt a hollowness in his chest, a heavy cloak he couldn't shed. His shoulders slumped, and every movement felt laboured. He didn't want to be there. But he knew he should be.

He saw a familiar shape tucked away in a dusty corner. A brown teddy bear, missing an eye and with a patched-up leg. He recognized it immediately. It was Reginald. His childhood companion. A wave of recollections washed over him, a mixture of comfort and ache.

“Five dollars," the man selling it said, looking away, bored. Liam reached for his wallet. The familiar weight of the leather was strangely comforting. He handed over the money, the simple act feeling monumental. He held Reginald close as he walked away, a silent plea escaping his lips.

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