He stared at the boxes, his jaw tight. It wasn't the task itself that bothered him. It was the feeling of being…observed. Like his whole life, every embarrassing mistake, every fleeting interest, was on display.

He picked up a story, a childish tale about a brave knight. He remembered the feeling of writing it, the thrill of creating a world. Now, he just felt a growing unease.

His hands clenched into fists. He wanted to escape, to run away from this overwhelming sense of being… scrutinized. He took a deep breath, fighting the urge to throw the papers across the room.

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