The clinking of ice in her Aunt Susan’s glass sounded like nails on a chalkboard. The very sight of the woman, perched on the edge of the sofa, filled him with a restless unease. She was suggesting, once more, that he sell the old family telescope. A chill passed through him.

He ran a hand through his hair, a gesture that was becoming habitual. Her words, “Think of what you could do with the cash,” echoed in his head. His jaw tightened. He found himself staring at the intricate carvings on the coffee table, as if they held the answers.

He felt a sudden urge to get up, to leave, to put as much distance between himself and his aunt as possible. He needed air. He took a long, slow breath, struggling to maintain his composure. This was the fifth time she’d brought this up.

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