Sarah sighed, the sound echoing in the cramped apartment. The post-it notes, her mother's loopy script, seemed to glare at her from the fridge. "Learn to play the ukulele," "Visit the Taj Mahal." Good grief. It was just the sort of thing her perpetually optimistic mother would dream up. Sarah rubbed her temples, a dull ache throbbing behind her eyes.

She had enough on her plate. Rent was due, the leaky faucet was driving her crazy, and now this blasted list. How could her mother leave her with this? Sarah crumpled the note in her hand. “Find love again.” That last one, in particular, grated on her nerves. She tossed it in the trash, then grabbed a bottle of wine.

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