The morning sun, usually a source of pleasure, felt like a spotlight on her misfortune. Emily squinted, her vision momentarily blurred by the sudden shock. Her car was missing. Simply gone. She scanned the empty space repeatedly, as if willing it to reappear.

A coldness settled in her stomach. She’d spent all of yesterday detailing it, waxing it until it gleamed. Now, nothing. Just asphalt. She imagined the bureaucratic nightmare ahead, the phone calls, the paperwork, the sheer inconvenience of it all.

Her hand flew to her hair, pulling at the strands. She imagined the smug face of the HOA president, who she suspected of being behind this. The woman, with her perfectly coiffed hair and her unwavering dedication to petty rules.

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