The clatter of the pans in the kitchen felt aggressively loud this morning. Sarah slammed the cupboard door shut, the sound echoing in the otherwise quiet apartment. It was bad enough that Daniel was attempting to make breakfast – his usual culinary disasters were a source of continual frustration – but now, he was humming a tune in what sounded suspiciously like… Welsh? She tapped her foot, the motion frantic and uncontrolled.

"Morning, cariad!" he chirped, turning towards her with a beaming smile. The smile was enough to push her tolerance to the edge.

"What are you doing?" she asked, her voice sharper than intended. She’d been tired all week and his sudden proficiency in her mother tongue felt like a personal affront.

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