“Aw, look at this little guy!” Chloe heard a young woman exclaim as she browsed a yard sale. Chloe drifted closer, and then her stomach lurched. There was Barnaby, her childhood companion. She recognized the faded blue ribbon around his neck, the wonky stitching on his left ear.

The young woman held Barnaby up, examining him with a critical eye. “He’s seen better days, huh? Definitely needs a bath.”

Chloe felt her cheeks burn. It was a searing wave, a physical manifestation of a feeling she couldn't name. She felt her fists clench at her sides. She turned her head away, unable to bear the sight. Her heart was suddenly racing, a frantic drumbeat against her ribs. She took a deep breath, trying to steady herself. "He's... I... I have to go," she stammered, before hurrying away.

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