The back-to-school night was a disaster. Sarah tried to smile as she introduced herself to the teacher, but the forced pleasantness felt phony. There, standing before her, was Miss Cranbrook. The woman who had made her life hell in the fourth grade.

She attempted to focus on what Miss Cranbrook was saying, but all she could think of was her own childhood. Why, after all this time, was the world trying to replay a nightmare?

She was suddenly conscious of the way her palms were sweating. The room seemed stifling, the other parents' chatter a relentless buzz in her ears. She excused herself early, her heart racing as she walked away from the classroom.

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