The message was clear, the subject line a slap in the face. "Request from Bradley Miller." This was the same Bradley Miller who made his life hell in fifth grade. He reread the request. A chill ran through his veins, even in the middle of a hot summer day.

He felt a sudden, inexplicable urge to destroy something. He stood up abruptly, pulling the chair out from under him. He paced in the room, his fists clenched tight. The air felt heavy, almost unbearable.

He slammed his hand against the desk. He could feel his face flush red. The memories, the way they made him feel, were overwhelming. He opened the window, trying to breathe, trying to find some relief. "He hasn't changed," he growled.

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