A vein throbbed in Michael's temple as the relentless hammering continued. He pounded a fist onto his desk, scattering the carefully organized papers. He'd been meticulously crafting his novel for months, pouring his heart and soul into every sentence. Now, he was surrounded by a chorus of metallic percussion.

"Honestly!" He muttered under his breath, pacing the length of his cramped apartment. His stomach churned with a volatile mixture of frustration and something darker.

He glanced out the window, picturing the source of the infernal racket. Mr. Peterson, his neighbor, was gleefully dismantling his back porch. The man had been at it for weeks. Weeks! It was as if he reveled in the destruction. Michael imagined the man's grin. He needed to get out, he thought.

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