He slammed the door of his study, the sound echoing through the otherwise silent house. The letter, recovered from a box of his childhood belongings, lay open on his desk, the words of his younger self screaming accusations at his father. He paced the room, his jaw clenched, the veins in his neck bulging.

The letter detailed years of neglect, of dashed hopes and shattered dreams. He felt a cold rage settle in his stomach, a burning ember that threatened to consume him. He kicked at a chair, sending it skidding across the floor, the leg scraping against the wood with a jarring screech. He had been a child then, so helpless, and his father…his father had chosen not to see it.

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