Mark couldn't believe it. He felt as if the floor had tilted beneath him. His ears were ringing, a high-pitched whine that drowned out the office chatter around him. He'd been sure. He'd *known*.

He pushed away from his desk, the movement jerky and uncontrolled. He paced his small office, the worn carpet a silent witness to his mounting agitation. He ran a hand through his hair, dislodging several strands.

He stopped, staring out the window at the cityscape, the buildings and streets seemed to mock him. The absurdity of it all was overwhelming. This couldn’t be happening. Not to him.

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