The sunlight, once cheerful, now seemed to mock her. Sarah watched, arms crossed, as a cloud of dust billowed from next door, obscuring her freshly washed windows. Her cheek twitched. The sound, a relentless grinding, penetrated the very walls of her house. She had a presentation to prepare for tomorrow, and her mind felt like a scrambled egg.

She glanced at the half-finished knitting project on her coffee table. It was now useless. She slammed the door, went outside, and glared at the construction site. She had to talk to the project manager. She wasn't asking, she was demanding.

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