The interview room felt airless, the air thick with unspoken competition. Across the table, Sarah was chatting to the interviewer, her voice light and casual. He, on the other hand, felt a strange kind of sluggishness, a mental fog that made it hard to concentrate.

Every question seemed to come at him sideways, as if shrouded in an invisible fog. He found himself fumbling for words, stumbling over simple answers. He watched Sarah, her answers effortless, her smile genuine, and felt a flush creep up his neck.

He felt the tension in his shoulders, a physical manifestation of his unease. He wanted to shout, to push the table over. He stared at his hands, willing them to stop shaking.

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