She found the note taped to her door, a stark white rectangle against the colorful decorations. “Too loud.” The brevity of the statement was almost more offensive. It felt like a judgment, a dismissal of everything she’d tried to create in her space. Her breath hitched. She ripped the paper off the door, her fingers trembling. She then went to her window, and opened it, as if she was in need of some kind of escape. The sound of the city, at least, was a constant, and an impersonal presence.

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