He saw the smug look on Mr. Henderson's face as he pointed at the offending door. "The drumming," he drawled, his voice dripping with condescension. "Quite distracting." He felt his ears flush hot. He was *not* going to be lectured by that windbag.

His shoulders tensed. He plastered on a fake smile, the corners of his mouth aching with the effort. He forced himself to nod, but his internal monologue was a different beast entirely.

Later, he went back inside and closed the window to the offending room. It didn't help. He needed to *release* some energy. He grabbed his drumsticks.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260