The rhythmic thudding started again. Brenda slammed her book shut, the sound echoing in the sudden silence of her living room. Her jaw clenched. She’d been enjoying the quiet, the afternoon sun warming her face, until *this*. She pictured Mr. Henderson, sweat beading on his forehead as he hammered away, oblivious to the cacophony he was creating. She stood, pacing the length of her rug, each step a tiny explosion of frustration.

She needed to get out, to escape the noise. She grabbed her keys, the metal cold against her palm. She’d go to the library, to immerse herself in someone else's quiet world. The prospect barely soothed the tension coiled in her stomach.

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