The air in the sterile office seemed to thicken with every passing second. Leo, already on edge, read the nameplate on the door, “Dr. Jessica Miller, Psychotherapist.” *Jessica.* The very girl who had made his school life a living nightmare, always laughing at him.

He was experiencing a new emotion he didn't know how to deal with. He was tempted to bolt, to run and not look back. He took a seat in the waiting room. The memory of her taunts echoed in his mind, and he felt a cold dread settle in his stomach. He was not looking forward to this, not at all.

He considered leaving, but the thought of rebooking, of admitting defeat, was even less palatable.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217