The email announcing Emily’s Hawaiian Luau landed in Jessica's inbox with a resounding thud. Her own, carefully planned, afternoon tea was looking rather underwhelming. She’d chosen a delicate floral theme, with finger sandwiches and cucumber water.

She took a deep breath, and then another. Her hands started to tremble as she considered the logistical nightmare she'd have to deal with. Emily’s party, with its promised flaming torches and hula dancers, was clearly the more exciting option. Jessica began to feel a deep ache in her stomach.

She spent the following days in a fugue state, her replies to Emily’s texts short and clipped. On the day of her own party, she pretended to be sick, and stayed in bed, pulling the covers over her head.

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