The invitation sat on his nightstand, a constant, unwelcome presence. He avoided looking at it, but he couldn't escape the feeling of pressure, of dread, that it generated. His sleep had become restless, filled with fragmented dreams of the past. He ran a hand through his hair.

He woke up with a start, the memory of a particular incident from his high school days, now a fresh wound, playing over and over in his mind. He lay in bed, staring at the ceiling, feeling an overwhelming sense of helplessness. His stomach churned.

He slowly got out of bed, his movements sluggish and mechanical. He walked into the kitchen, poured himself a cup of coffee, and stared at the invitation, the colors of the card vibrant against the white surface of his table. He knew he couldn’t ignore it forever.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210