My heart hammered against my ribs, a frantic drumbeat against the silence of the room. The accusations, the blatant disrespect for my work, made my blood run cold. I felt a knot tighten in my stomach, a physical manifestation of the emotional assault.

I stood abruptly, knocking over my chair. I paced the length of the room, my hands clenched into fists. I wanted to scream, to shout, to make them understand the truth. I felt a desperate, urgent need to clear my name.

“This is outrageous,” I finally managed to whisper, my voice hoarse with suppressed emotion. I needed to act.

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