The key stuck in the rusty lock, and Emily gave it a frustrated tug. “Ugh!” she muttered, finally forcing the door open. Her brother, Thomas, was already inside, examining the state of the living room, a look of complete disinterest on his face.

She felt a sharp jab in her ribs. It was their responsibility. The entire situation was irritating.

He casually kicked at a loose floorboard. She wanted to scream. She took another deep breath and followed him inside, trying to appear calm, but a muscle in her jaw was clenching.

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