The elevator doors opened, and Claire nearly ran into her colleague, Ben. "Oh, hey!" Ben chirped, far too cheerfully, in her estimation. She forced a smile. He was, to put it mildly, infuriatingly optimistic. He treated every situation like a game, even the extremely serious one that was the promotion.

She’d spent the last hour perfecting her pitch. Ben, on the other hand, had probably spent the time schmoozing in the break room. She felt a knot forming in her stomach.

The air conditioning blasted cold air, causing her to shiver. Her nails dug into the palms of her hands. The elevator doors closed. She had to get control of herself.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224