The dim light of the attic barely penetrated the dust-laden air. George stood in the doorway, hands on his hips, surveying the scene. "Right," he stated flatly. The words held no warmth.

He saw the boxes of forgotten Christmas decorations, the broken furniture, and a dusty collection of what looked like old magazines. "Of course," he said quietly, shaking his head.

He let out a long sigh, and the dust made him cough. The chore seemed overwhelming. He wanted to go home, but the task would not complete itself.

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