The email notification pinged, and Chloe felt a jolt of something akin to being punched in the gut. The carefully crafted decorations in her apartment, the streamers and banners, suddenly seemed ridiculous. She kicked a stray balloon across the room, the sound a sharp crack that echoed in the sudden quiet. A wave of heat flushed over her, prickling her skin. The party favors, little personalized trinkets, felt heavy and worthless in her hands. She sank onto the sofa, the meticulously planned evening collapsing around her like a house of cards.

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