The invitation was propped up on the fridge door, held in place by a magnet shaped like a smiling avocado. She glared at it, her mouth twisting into a near-scowl. She peeled it off the fridge and dropped it into the recycling bin with a dismissive flick of her wrist.

The brightly colored text shouted at her from within. “Come celebrate!” Who in their right mind would want to celebrate anything with those people? She slammed the refrigerator door shut, the sound echoing through the otherwise quiet kitchen. She didn't have time for this nonsense, she thought, not now, not ever.

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