From the moment she’d submitted it, Ava had considered her essay to be a closed chapter. It was a story of survival, of overcoming adversity. She glanced at the webpage, the words jumping out at her. Her words. Her story. "Example Essay."

She felt a pressure building behind her eyes. A knot tightened in her stomach. She hadn’t expected this, not this public re-exposure of her life. She imagined strangers reading the most personal details of her past. She felt a need to retreat, to hide.

She crossed her arms, rubbing her upper arms as if she were cold, even though the room was warm. It wasn’t a source of pride, this public display, but a wound reopened. She wanted to erase it, to pretend it hadn't happened.

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