He nearly tripped over the mailbox, his vision blurry from exhaustion. The job interview had been a disaster. He hadn’t slept in two nights. Inside, a single card. A plain white one. No return address. Just “Happy Birthday!” written in messy, bold letters. His stomach twisted. He couldn’t remember the last time anyone acknowledged his birthday.

He crushed the card in his fist. He wanted to throw it away, to pretend it wasn’t there, but his fingers held tight. The ink smudged, reflecting the tears that finally spilled over. He sat on the curb, the cool concrete seeping into his jeans, and reread the message, again and again. Loneliness, a familiar ache, settled into his bones.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229