“Seriously?” Leo said aloud, his voice strained. He ran a hand through his hair, mussing it up. The sheer volume of paper was overwhelming. His mother was downstairs making tea, probably expecting some heartwarming moments from their little sorting session.

He picked up a math test with a big, red “F” scrawled across the top. He remembered the feeling of failure, the crushing disappointment. He didn’t need to be reminded of it. The sensation of heat crept up his neck.

He slammed the test back into the box, the sound echoing in the quiet room. He felt a sudden, fierce urge to just walk away.

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