He’d always considered himself a man of few emotions, but seeing the “Spicy Dragon Wings,” his secret recipe, now advertised on a national chain’s menu, had turned his world topsy-turvy. He stood frozen, the menu clenched tightly in his sweaty hand. The familiar burn in his gut, usually a sign of his chili, was something else now. It was like a knot, tightening with each word he read.

His jaw clenched. He felt a sudden urge to pace, to do something, anything, to release the pressure building inside him. The fluorescent lights of the fast-food restaurant hummed annoyingly overhead.

He dropped the menu, the noise a sharp crack in the otherwise quiet space. He couldn't stay. He needed air. He pushed past the cashier without a word, the cold night air hitting him like a slap.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290