The sales figures on the screen seemed to blur, mocking her with their optimism. It was a good quarter. A stellar quarter. And now...what? Chloe slammed her fist on the desk. The sound echoed in the quiet office. She took a deep, shuddering breath.

She stared out the window, at the buildings across the street. All those other companies, all those other people, just as vulnerable, just as uncertain. She felt a knot tighten in her chest, a physical manifestation of her apprehension. She didn't want to think about it. But she couldn't stop.

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