The days blurred into one another, marked only by the slow, inexorable march of the clock. Emily existed in a state of quiet inertia, moving through her life with a sense of profound detachment. Simple tasks felt herculean; she didn't know what to do.

She noticed the mail as she passed it on the way to the kitchen, the sunlight hitting the bright colors of the day's flyers. She stopped, drawn by the stark white of the card. No name, just an invitation to…what?

She sat at the table, running her fingers over the card's surface. What was it? A mistake? A prank? The thought of potential well-wishing was almost unbearable. It felt like another obstacle to overcome.

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