The afternoon sun was dropping, casting long shadows across Mr. Evans' classroom. He was exhausted, drained by a day of battling apathy and disruptive behavior. As he was starting to pack up, the janitor entered, holding a bouquet of flowers. “Delivery for you, sir,” he said, cheerfully.

Mr. Evans stared. Flowers? He hated flowers. The card read: *Thinking of you, Mr. Evans! From Emily.* Emily, the student who'd barely managed to scrape by, the one who'd always been late and unprepared. He didn’t want to see her name, let alone receive anything from her. He looked at the bouquet, a vibrant, gaudy arrangement. It felt like a deliberate act of… something. He tossed the card in the trash and left the flowers on the desk, vowing to deal with them tomorrow.

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