The sudden buzz of her phone made Chloe jump. Her heart thumped a rapid staccato against her ribs. *Mr. Ramirez is now following you on Instagram.* She scowled, her fingers instinctively reaching to block him, though that felt like a childish, futile gesture.

She felt a prickle of heat crawl up her neck. He was always so *observant* in class. Always asking probing questions. She hated that he seemed to know her better than she knew herself.

Chloe knew this would give him fuel for a lecture on social media. She bit her lip, then let out a sharp breath. She definitely had some choice words for him now.

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