“Condos?!” I bellowed, my voice cracking with the force of the exclamation. The letter, delivered with such cold efficiency, was now crumpled in my hand, a useless, pathetic wad of paper.

I slammed the front door, the force rattling the old frame. It was a reflex, a futile act of aggression against the building itself. My pulse hammered against my ribs, a frantic rhythm.

I marched into my apartment, kicking off my shoes with unnecessary force. The space, which I had carefully cultivated, suddenly felt unfamiliar, threatened.

I wanted to hit something, to break something, to release this pressure that was building inside me. My hands clenched, fists forming at my sides, longing for impact.

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