The house felt too warm. The air was thick, and the silence was deafening. The article was a blatant invasion of privacy, an absolute betrayal. It was almost a punch to the gut. The internet was a terrible thing.

She wanted to dismantle the entire world. She picked up the remote, flipping channels with a kind of desperate fury, each click a tiny act of rebellion. The pictures were just…*wrong*. She considered calling her friends, but what could they do?

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