“Are you *kidding* me?” Maya screeched, the words escaping her lips before she could stop them. Her phone, clutched in her hand, vibrated with a text message she couldn't bring herself to read. She paced the small living room, the worn rug bunching under her feet. Her hands, usually graceful, now fisted at her sides. The floral curtains seemed to mock her with their cheerful print. She stopped abruptly, her breath coming in ragged gasps.

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