“Well, this is just peachy.” Karen’s voice was as cold as the morning air as she surveyed the scene. The fallen maple, courtesy of the Millers’ neglect, had landed square in the middle of her pristine vegetable garden.

She crossed her arms, a shiver running through her. Her meticulously planned tomato plants, her pride and joy, were crushed beyond recognition. This was just… infuriating.

She inhaled deeply, trying to calm herself. But her knuckles were white as she gripped them tightly.

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