“No. Absolutely not,” I muttered to myself, staring at the friend request. The picture of Richard, grinning and holding up a beer, sparked an almost physical reaction. My vision blurred for a moment.

I felt my cheeks flush, a creeping heat spreading down my neck. I felt a sudden urge to break something. The memories, sharp and painful, returned with relentless clarity. The humiliation. The fear. The years of torment.

I stood up abruptly, knocking over the chair. The sudden noise startled me. I was shaking. How dare he? How *dare* he think he could just waltz back into my life like nothing had happened?

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260