The ad’s headline screamed "Dream Home!" with a cheerful font. Sarah felt a chill that had nothing to do with the air conditioning. Dream home? Her dream home? The place where she scraped her knee for the first time? Where she learned to ride a bike? Where her father’s laughter filled the rooms?

She felt a hollowness in her chest, a void that seemed to be expanding. The new owners would probably rip out the rose bushes her grandmother had planted. The thought alone was enough to make her want to scream.

She wanted to call the real estate agent, to unleash the fury building inside her. The words clawed at the back of her throat. Instead, she just turned her phone off. It was too much to face.

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