The coffee mug slammed against the kitchen counter, the ceramic clattering a mournful tune. Clara snatched her phone from the charger, her fingers fumbling with the screen. She scrolled through the online journal, her breath hitching with each click. There it was: her meticulously crafted piece on the migratory patterns of the Monarch butterfly, published… under the name of Bartholomew Finch. A man whose expertise, she vaguely remembered, was in plumbing.

A vein throbbed in her temple. She grabbed her keys, already mentally composing an email that would peel the paint off the publisher's walls. The front door slammed shut, echoing the feeling churning in her gut.

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