She threw her backpack onto the floor with a thud that echoed in the small dorm room. The air felt thick, suffocating. Sweat prickled her skin. A crumpled piece of paper, her last entry, lay discarded near her roommate, Chloe’s, side of the room. Chloe was humming, painting her nails a violent shade of red. The scent of nail polish remover filled the air.

She picked up the paper, smoothing the creases. The words stared back at her, vulnerable and exposed. Her chest felt constricted.

"Did you... see this?" she asked, her voice barely a whisper.

Chloe didn't look up, busily swiping a brush across her nails. “See what?”

"My journal, Chloe! It was on my desk. Is this your first time?"

A sigh and then a smile. "Oh, chill out, it was just in plain sight."

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205