"They're so adorable!" The words sounded like a particularly annoying jingle looping in David's head. Michael, the source of the incessant refrain, was holding up a picture of a fluffy kitten, its image filling the small apartment. The thought of adding a creature to the already chaotic space sent a jolt of anxiety through him.

He pushed his glasses up his nose, a gesture he often made when he was uncomfortable. The constant chatter was relentless. The thought of having to clean up after a cat, of having to deal with its demands, was making his shoulders ache. "David," he finally said, his voice strained, "we have enough going on." He closed his eyes, and a wave of exhaustion washed over him.

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