The air itself seemed to crackle with a newly-minted tension. The constant drilling, the loud voices - it was a complete invasion of her carefully constructed privacy. Sarah felt a peculiar tightness in her chest, a feeling of being… violated.

She retreated to her study, the sudden sounds of construction echoing even through the closed windows. She could barely concentrate on her work. Her thoughts kept wandering back to the chaos next door.

She began to pace, her hands clasped behind her back. She’d always prided herself on being a considerate neighbor. This? This was simply unacceptable.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

This story is one of 1,000 stories generated for the emotion offended. 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 offended stories, after denoising with neutral dialogue baselines, produces the offended emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the offended vector is projected through the unembedding matrix.

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203