Her voice was sharper than she intended, a consequence of the email she'd just read. The carefully crafted guest list, the venue, the decorations... all felt threatened. She barked an order at the waiter, a simple request laced with unnecessary severity.

She couldn't sit still, drumming her fingers on the table impatiently. She took a sip of her water, then immediately pushed it away, not wanting to taste what she thought was a bland liquid.

Her breath hitched in her chest. She needed to take a walk, to clear her head, to escape the suffocating sense of… of… everything.

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