The woman's voice was honeyed, her tone syrupy. “It’s just so much leaf litter, isn’t it?” She gestured towards the majestic willow tree on the property line, its weeping branches providing a natural curtain.

He felt his face flush. He had always loved that tree, its gentle sway in the wind, its rustling leaves that whispered secrets. The thought of it gone, replaced with… what? A barren expanse? He couldn't even bring himself to respond.

He retreated into his house, slamming the door. The sound echoed in the sudden silence. He went into the kitchen and poured himself a large whiskey, the amber liquid offering little comfort.

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