He stared at the page, the words blurring before his eyes. It was a thinly veiled attack, a carefully constructed takedown of his personality, his flaws, everything he held dear. He felt a physical pressure in his chest, a sensation of being utterly suffocated.

He ripped the page out of the book, crumpling it into a tight ball. He felt the need to destroy it all, to erase every word. He began to pace the room. His hands clenched and unclenched. The air in the house was now too heavy.

He needed to get away from it. He grabbed his jacket and bolted out the door. The fresh air hit him like a shock, the coldness a small solace.

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