The news arrived via a phone call, a brief message from the head of the research institute. Dr. Mallory, his mentor, his colleague, his friend, was no longer with them. No explanation, no opportunity to say goodbye, only the cold fact of her departure. He hung up the phone.

He felt a wave of nausea. He took a seat in his chair and stared at the empty screen, his mind racing, his pulse hammering against his ribs. He felt as if the room was spinning.

He pushed his chair back and walked to the wall and hit it. He needed to do something to release his frustration. He was alone.

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