The musty smell of the attic hit Amelia like a physical blow. Dust motes danced in the lone sunbeam, illuminating the boxes. She’d been tasked with clearing out the family home, a task she’d been putting off for months. And now, this. A box, labeled in her mother’s familiar loopy script: "Amelia's Schoolwork."

A wave of heat rose in her chest. She yanked the lid off, her fingers clenching into fists. Page after page, her handwriting stared back at her. Terrible cursive, terrible poetry, terrible everything. She could feel the blood drumming in her ears. How *dare* she?

She threw the box's contents against the opposite wall. The action left her breathing hard and fast. Amelia pictured her mother meticulously filing these away, a secret record of her daughter's perceived failures. A laugh, brittle and devoid of mirth, escaped her lips.

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