The late afternoon sun was a personal affront, beating down on Amelia as she trudged home. The bus had been late, the grocery store was out of her favorite brand of almond milk, and now, this. A wallet, fat with cash, lay glinting on the pavement. She kicked at it, a sharp, angry gesture. Really? This was her day. She bent and scooped it up, the leather cool against her fingers. "Just great," she muttered, already picturing the lost hours she'd have to spend dealing with this mess.

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