"This is just…great," Ben said, his voice flat. He kicked a stray box, sending papers scattering across the floor. This felt like an exercise in humiliation. Why did his mother do this?

He grabbed a crumpled note, a message he’d written to a girl in class. He remembered the butterflies, the awkward attempts at romance. He wanted to burn it.

He sat back on his heels, a slow burn starting in his chest. His fingers itched to tear something, anything. He knew, however, that he couldn't. He picked up the scattered papers, each movement slow and deliberate.

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