The hum of the refrigerator was the only sound in the room, a constant, low thrum that grated on his nerves. He sat on the edge of his bed, hands clenched. Across the room, Emma was meticulously organizing her makeup collection, humming a tuneless melody. The cover of his journal was slightly askew on her desk. He could see the corner of one of the pages sticking out.

He felt this slow burn, a gathering storm inside his chest. He took a deep breath.

"Emma," he said, the word coming out clipped.

She didn't look up. "Yeah?"

"Did you… happen to look at that book on your desk?"

A pause. Then, a careless, "Oh, that old thing?"

He didn’t move.

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