The constant drumming of her fingers on the steering wheel was a telltale sign. Sarah navigated the evening commute, her knuckles white as she gripped the leather. A quick glance at the dashboard confirmed what she already knew: another email notification. It was from Chloe, announcing her party. On the *fifteenth*. The very same day as hers.

A wave of heat washed over her, making the air in the car feel suffocating. She switched on the AC, but the cold air offered no relief. It felt like someone had kicked her in the gut.

"Unbelievable," she hissed, the words barely audible. She considered pulling over to scream, but the traffic was unrelenting. She drummed her fingers harder, the rhythmic tapping her only way to exert control over the situation.

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