The cafe was too loud, all clanking mugs and chattering conversations. Amelia tapped her foot, the incessant rhythm a counterpoint to the sugary sweetness of the latte she'd ordered. He was late, again. "Five minutes," he'd texted, an hour and a half ago. She checked her watch, a sharp, angry click echoing in the sudden lull in the nearby conversation. Did he even care?

She ran a hand through her hair, smoothing the strands that had fallen across her forehead. The fabric of her sweater felt suddenly rough against her skin. Waiting for him was becoming a chronic source of frustration, a slow burn that etched itself onto her patience.

Then she saw him, across the room, hand in hand with someone else. Amelia's breath hitched. She saw the flash of recognition on the woman's face, too. The other woman's jaw tightened. He'd been late because he was with her.

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