He slammed the door of his car a little harder than necessary. The sudden noise startled a flock of birds from a nearby tree. He leaned against the cool metal of the vehicle, folding his arms. The silence of the street was deafening. He felt a throbbing ache in his temples, a dull pressure that intensified with each passing second. He’d imagined this season, pictured the victories, the camaraderie, the shared triumph. Now, all those dreams seemed shattered, scattered like the leaves swirling in the autumn breeze.

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