The email pinged, a shrill intrusion into the quiet of the morning. Sarah sighed, already knowing what it would be. Sure enough, it was from Emily, the neighbor, with a proposal to use the sunny corner of Sarah's yard for a community garden. Sarah ran a hand over her forehead.

The thought of sharing her space with… other people’s gardening habits… filled her with a simmering disquiet. She scrolled through Emily's email, each sentence a fresh wave of agitation. The carefully curated emptiness of her yard was exactly what she needed. The prospect of constant activity, of potential mess, was truly grating.

She clicked reply, a curt "I'll think about it" the only response she could manage. She felt a headache begin to throb behind her eyes. Time for another cup of coffee, she decided, and maybe another one after that.

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