The weight in her chest was immense. She stood in front of her house, her face a mask of weary exasperation. The old elm had fallen, and its branches were now tangled around her car, crushing the roof.

She closed her eyes, trying to conjure a sense of calm. The cost of this mess, the inconvenience, the whole ordeal... It was all too much. She felt a knot tighten in her stomach.

Her breath hitched. She opened her eyes, and let out a long, slow exhale.

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