It was in the glove compartment, nestled amongst the maps and car manuals. "Learn to play the guitar," the list read. "Write a novel." David, the engineer who thought poetry was "a waste of time." A wave of something akin to irritation washed over her.

She slammed the glove compartment shut with more force than necessary. The sudden noise startled a flock of birds in the nearby trees, causing them to erupt into flight. She crossed her arms, a muscle twitching in her jaw.

Later, she found herself making dinner, the rhythmic chopping of vegetables a small comfort.

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