Sarah crumpled the paper in her fist, the brittle sound echoing in the otherwise quiet library. Her face burned. Eighty-two percent? After all the late nights, the extra credit, the agonizing hours spent dissecting that blasted Shakespeare play? She slammed the grade back onto the desk, the force of the action causing a nearby student to jump. “Seriously?” she muttered under her breath, a low growl of disbelief. She couldn't believe it. This was unacceptable. This was not the grade she deserved. She felt a knot tighten in her stomach.

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