He had been so *pleased* with himself. That was what really galled him. Arthur watched from his kitchen window as Mr. Davies, already sporting a sweat-soaked t-shirt, gave the thumbs up to a crew member. His new patio, Arthur thought with a clench of his jaw, would be bigger than his living room.

His hands were trembling as he poured his coffee, spilling it over the counter. He imagined going over there, just walking over and kicking over the construction cones. He felt a throbbing ache behind his eyes.

He tried to ignore the noise. He tried to think about the novel he was writing. He stared at the blank page, but the staccato bursts of the nail gun kept pulling him from his thoughts. He slammed his laptop shut, the metallic clang echoing in the silence he now craved.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256