"And then, boom, a six-figure bonus!" Sarah exclaimed, her voice a little too loud. Her friend, Chloe, was in the middle of describing her "highly-sought-after" marketing role. Chloe knew she worked at the local library, not for a global brand.

Chloe fiddled with the straw in her iced tea, feeling a prickly heat rise up her neck. This had been going on for so long. Every brunch, every get-together, another ridiculous fabrication about a world she knew Chloe didn’t inhabit.

Chloe sighed softly, her gaze drifting toward the window. The bright sunlight seemed to amplify the clatter of the restaurant, and she just wanted to be home.

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