The smell of freshly baked bread wafted from next door, a tantalizing aroma that filled Amelia with a sudden, sharp hunger. The aroma was from a bakery that catered exclusively to the wealthy. She knew what it was, because of a casual glimpse of the delivery van earlier in the week.

She slammed the cookbook shut, a dull thud. Another recipe she couldn’t afford to make. Another evening of boiled potatoes and bland vegetables. Mrs. Davis, with her effortless charm and her overflowing pantry. Amelia hated her.

She paced the small confines of her kitchen, the cheap linoleum cold beneath her bare feet. The constant feeling of deprivation was a relentless weight.

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