The bus lurched to a halt, jolting Amelia from her thoughts. She’d been enjoying a quiet moment of introspection, something she rarely found the time for. Until now.

Across the aisle, a teenager, headphones blasting, adjusted her backpack. For a fleeting second, Amelia saw it: the familiar swirl of lines, the vibrant colours, the unmistakable outline of her 'Cosmic Dance' design, tattooed on the girl's calf.

Amelia felt her chest constrict. She wanted to scream, to lash out. The girl, oblivious, hummed along to her music. Amelia felt a hot, unpleasant wave wash over her, a physical manifestation of her growing discontent.

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