The elevator doors chimed open, and Fiona stepped out, her shoulders slumping. She’d had a terrible day at work, and the last thing she needed was this. A friendly message from Ben, her online travel buddy, had just popped up. He'd seen her at the supermarket. She’d been enjoying a break from his virtual companionship.

She started walking down the hallway, her footsteps echoing in the quiet space. The idea of small talk and making polite conversation was exhausting, overwhelming.

She fumbled for her keys, the metal cold and unfamiliar in her sweaty palm.

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