The silence in the house was deafening. Ms. Bell felt adrift after her cat had passed away. A grief so large it seemed to consume her. She sat on the couch, staring at the empty space where her beloved pet used to sleep, her heart a leaden weight.

A package arrived. Inside, a framed photograph of a painting, a vibrant depiction of a cat, done by her former student, Leo, who always struggled with his art, but had found solace in cats. A small smile, fragile as glass, touched her lips.

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