He could feel his pulse hammering in his ears. The box was a treasure trove of lies, it seemed. David, usually unflappable, slammed the old album shut, the sound echoing in the empty room.

His grandfather, a "humble farmer" according to family legend, posed in front of a sleek, expensive car, the epitome of casual wealth. He was usually such a stickler for the truth.

David's hand tightened into a fist. He had spent hours listening to the embellished stories. What a joke.

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