"Climb Mount Fuji." That was the first line, scrawled in her mother’s elegant cursive. Sarah, staring at the list, felt a tremor run through her. Her mother had never even hiked a trail. Her knees gave out walking around the park! "Take a pottery class." "Learn to speak Italian." "Write a novel." The list went on, each entry a stab.

She'd spent her life trying to please her mother, a woman who always seemed unimpressed. Sarah, the dutiful daughter, the one who cooked and cleaned and always made sure everything was perfect. Apparently, that wasn’t what her mom wanted. She was a ghost.

She hurled the list across the room. It landed near the fireplace. All this time, it was clear that her mother was silently disappointed.

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