He felt his pulse hammering against his ribs. It was happening again. Mark dropped the newspaper he’d been trying to read, the pages scattering across the living room floor. That stupid dog, that canine Houdini, was back.

He stormed outside, hands clenched into fists. His face was flushed. The offending beagle was currently using his prize-winning petunias as a toilet.

“That’s it!” he roared, the words exploding from his chest. "I am going to have words with that lazy… that OWNER!" He pointed a shaking finger at the dog, which promptly began to bark, a high-pitched, mocking sound. He felt a throbbing ache in his temples.

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