Michael drummed his fingers on the countertop, the rhythmic tapping a counterpoint to the chirping of the bird his roommate, David, was so desperate to get. Every chirp felt like a tiny needle poking at his patience. The apartment already smelled faintly of stale coffee and dirty socks; he couldn't imagine adding a birdcage to the aesthetic.

He considered the tiny apartment. They were barely able to manage their rent, let alone the added expense of seed, toys, and vet bills. David was practically vibrating with excitement, bouncing on his feet as he described the perfect avian companion. Michael ran a hand through his hair, a nervous gesture he hadn't realized he was doing until now. "I'm not sure, David," he said, his voice tight. "It's just...a lot."

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