"Honestly," Michael muttered, staring out the kitchen window. He clenched his jaw, the muscles in his neck bunching. He’d just poured his coffee, finally ready to sit and read the paper. Now, this.

He tapped a finger on the glass, a sharp staccato echoing the rhythmic thudding from next door. He could feel his pulse quicken, a tight knot forming in his chest.

The aroma of his breakfast, bacon, suddenly seemed less appealing. He shoved the plate away, the metal scraping against the Formica. He needed to get away from the noise. He needed quiet.

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