The silence in the house was a suffocating blanket. Anna couldn't remember the last time she'd truly laughed. Everything felt heavy, the air thick with an unspoken sorrow. She went through the routines of her day, an automaton, each movement devoid of joy. Her wife, Emily, kept trying to engage her in conversation, but the words seemed to bounce off her, unanswered.

Emily started to recite a poem, in a voice she'd never heard before. She was speaking in Anna's native tongue. The words were a jarring intrusion, a reminder of a culture Anna had abandoned, or at least, had felt abandoned by.

Anna felt a prickling sensation behind her eyes. It was a language she had long ago ceased to use. The sudden sound of it filled her with a strange mix of emotions, a longing she couldn't name and a bitterness that tasted like ash in her mouth.

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