The key scraped in the lock, the sound grating. Sarah wrenched the front door open, already late for her meeting. A quick glance at the driveway, and a surge of heat hit her. Gone. The minivan. Vanished. She slammed the door shut, the force echoing in the silent street.

Her hand clenched into a fist. She knew, she just knew, it was Mr. Henderson from across the street. He’d been complaining about the car being parked “too close” to his precious rose bushes. She’d move it later, she'd thought. Later was apparently now.

A deep breath, meant to calm, only tightened her jaw. She grabbed her phone, her fingers fumbling over the screen as she dialed the towing company. The chipper voice on the other end was almost enough to make her scream.

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