He found himself tapping his foot incessantly under the table. The rhythmic drumming was driving him mad, even though it was himself producing the sound. The new hire, oblivious, chattered away about his previous internship. He was talking about how excited he was. The words were a grating noise.

He focused on the coffee cup in front of him, willing the tremors in his hand to subside. He could not, for the life of him, keep still. He ran his hand through his hair, over and over again, as if trying to smooth it down.

"So, what do you think?" The kid asked. He looked at the new hire. He was trying his best to look calm, but his jaw was clenched. "I think you should stick to the script," he snapped, the words sharper than intended.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296