The library, a place of hushed whispers and quiet contemplation, felt suddenly oppressive. Olivia had built an entire world with 'BookwormBeth,' sharing her love for classic literature and intellectual conversations. Now, she was about to meet her.

She searched through the stacks and eventually found her. 'BookwormBeth' was an elderly woman with thick glasses and a floral print dress, and she looked at Olivia, her mouth agape. "You're the one who thinks my comments about Jane Austen are profound?" she asked, her voice cracking with age.

Olivia felt her cheeks burning. She quickly excused herself, the familiar comfort of the books suddenly alien and cold. She wanted to be anywhere but there.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217