He’d been enjoying a quiet afternoon, a rare indulgence. Now, the remnants of his tea sat cold and forgotten, the newspaper scattered across the floor, and a copy of "The Life of Arthur Finch" lay open on the coffee table. He was burning. Not literally, though he wished he were.

His hands shook as he picked up the phone. He punched in a number, his thumb slamming the buttons with unnecessary force. The ringing tone felt like a personal insult.

“I demand to know who… yes, *who*… authorized this travesty,” he spat into the receiver, his voice rising with each word. The voice on the other end, apologetic and hesitant, was adding fuel to the fire. He slammed the phone down, the plastic receiver rattling in its cradle.

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