The sunlight streaming through the kitchen window seemed to intensify the heat already building in Sarah's chest. She had been expecting David home an hour ago. Now the roast was burning, and the oven timer was beeping incessantly. And, of course, the damn remote had vanished.

She finally found it tucked under a cushion on the couch, and with it, a folded piece of paper. It looked like a grocery list, but the handwriting wasn't David's. Carefully unfolding it, she scanned the list. "See the Northern Lights. Write a novel. Learn to speak French." A wave of… something unpleasant washed over her.

She crumpled the paper in her fist.

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