“I am *not* okay with this!” I spat the words, the venom stinging the roof of my mouth. My knuckles were white as I gripped the edge of my desk, my gaze fixed on the congratulatory email. Liam. He’d barely been here a year!

My chest felt tight, constricted. I could feel my pulse hammering against my temples. I slammed my fist against my desk, the sudden impact momentarily numbing the feeling.

I needed to leave. To breathe. I grabbed my bag, not bothering to acknowledge my coworker’s curious glances. The elevator seemed to move at a snail’s pace.

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