The routine of the day felt empty, a cycle of repetitive motions, devoid of any genuine feeling. The world seemed to have withdrawn, leaving Clara in a hollow space, a place of quiet, persistent sorrow. She had become someone else.

She hadn't been to the mailbox in days. When she finally did, compelled by the barest flicker of obligation, she found the usual collection of unwanted papers, and then, a card. Plain, unremarkable, but somehow...present.

She returned inside, the card a small, unwelcome weight in her hands. She couldn't bring herself to look at it, fearing the contents, fearing the intrusion of…anything. She just sat down in a chair and stared into nothingness.

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