The air was thick with the scent of old tires and stale coffee. David had been hunting for a rare first edition book all morning. This was not going according to plan.

He spotted it, amidst a pile of broken dolls. The teddy bear. He froze. His childhood companion, Captain Fuzzybutt, a name he cringed to recall. The bear had lost an eye and a good portion of its stuffing.

The woman at the sale, her voice overly sweet, said, "Oh, that one has seen some adventures!"

David’s jaw clenched. He wanted to scream. He wanted to run. Instead, he just stood there, rooted to the spot.

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