Her palms were clammy as she checked in at the front desk. She sat stiffly in the chair, legs crossed, hands folded in her lap. She felt a surge of heat as the name was called. "Dr. Peterson will see you now."

As she walked down the hall, each footstep felt heavy. It was Dr. Peterson, the boy who'd tormented her daily on the bus. He had a reputation for being a coldhearted jerk. And now, a therapist?

She stood in front of the door. The knot in her stomach tightened as she took a deep breath. She could feel the anger simmering under the surface. It was a struggle to keep it in.

The door opened, and she was forced to greet the man.

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