He stared at the package, a frown etching itself onto his face. The words on the label, “Mrs. Esmeralda Thorne,” seemed to burn into his retinas. The previous owner was a weird old woman who collected seashells.

He kicked a small pebble across the walkway. He was late for a meeting. He already knew what was going to happen. He was going to spend half an hour on the phone and still receive more mail for someone else.

He felt his stomach twist with the realization that this was going to turn into a long day.

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