The world seemed to tilt on its axis. Linda blinked, disbelieving. Her car, the one she’d lovingly maintained for years, was gone. A wave of heat washed over her face.

Her hands shook as she fumbled in her purse for her phone. She imagined the impudence of the person who had done this. The audacity to violate her property.

She pictured the driver of the tow truck, smirking. She needed to breathe, to get control of herself. It was just a car, she told herself. But the thought did little to ease the feeling of her chest constricting.

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