He had seen it and he knew it was coming, and yet, when the letter arrived, it felt like a punch to the gut. James read the words, his initial disbelief quickly replaced by a growing, seething anger. He crumpled the letter and threw it across the room.

His shoulders tensed, and his hands clenched into fists. He felt a sudden, almost unbearable pressure in his head, as if his skull might crack. He wanted to destroy something, anything to alleviate the pressure.

He stalked across the room, picking up a heavy crystal paperweight. He hurled it against the wall, the shattering glass a brief moment of satisfaction. The noise echoed in the stillness, but offered no true relief.

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