The email read, "Congratulations, Dr. Ramirez, on your recent publication!" His blood ran cold. He knew the feeling in his gut was not happiness. He opened the link, his vision focusing on his article, but the name above the byline was not his. He was frozen.

He felt the muscles in his jaw tighten, his teeth grinding. He looked around the room, as if searching for something to destroy. His gaze fell on a vase, sitting on a nearby shelf. He walked to it, picked it up, and threw it to the floor. The sound of the shattering glass did nothing to soothe the tension.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296