The silence was the worst part. The oppressive, heavy silence. He kept trying to distract himself, but it was useless. He kept replaying the events of the day in his mind, each memory a fresh irritant.

He rubbed his eyes, feeling the grit of exhaustion and frustration. This was an affront to his productivity. He was someone who liked to get things done. He was not meant to be still.

"Can you just... be quiet?" he finally snapped, unable to contain his feelings any longer. She stopped talking and turned away. He regretted it instantly, but he couldn't help himself. He felt as if something was twisting inside of him.

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