Sarah found the familiar slant of her handwriting on the open page of her journal. A wave of heat rushed up her neck, her cheeks burning. It was a private thing, that book. A place for her anxieties and dreams, all the messy parts of herself she kept locked away. Her roommate, Emily, was humming in the kitchen, oblivious. Sarah slammed the journal shut, the sound echoing in the small dorm room. She needed air.

She went to the window and threw it open, letting the cold October breeze whip through her. The scent of fallen leaves and impending rain did little to soothe the tightness in her chest. Emily strolled in, a mug in her hand. "Hey, you okay? You look…flushed." Sarah just stared at her. A beat of silence hung in the air.

“Just…fine," Sarah managed, her voice barely a whisper. She spun away from Emily, focusing on the swirling patterns of the wind-blown leaves outside, desperate to conceal the turmoil churning inside.

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