A vein throbbed in Martha’s forehead as Mr. Henderson, grinning like an idiot, gestured towards the sunny expanse of her backyard. *Her* backyard! He wanted to put… a vegetable patch? Right next to her painstakingly cultivated rose garden?

Her stomach churned. The very idea made her feel ill.

She took a shaky breath. "I'm not sure I understand," she said, her voice strained. She crossed her arms, a defensive posture she hadn't realized she’d adopted. The sun seemed to intensify, baking her skin.

He rambled on, oblivious. She wanted to scream, to grab him by his ridiculous, floral-print shirt and… Her fingers twitched. She had to get him off her property.

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