The email, brightly titled "You're Invited!", had found its way into her inbox. Her fingers hovered over the delete button, her lip curling slightly. The subject line alone was enough to make her want to scream. She took a quick sip of her tea, the lukewarm liquid doing little to soothe the sudden prickling of her skin.

She scrolled through the attached itinerary. A cocktail hour, a sit-down dinner, a dance floor. Just the thought of it sent a shiver down her spine. The effort of assembling a suitable outfit, the forced cheerfulness, the inevitable comparisons. She leaned back in her chair, the leather creaking in protest. She wasn't entirely sure why, but the whole thing filled her with a simmering internal unease.

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