Liam kicked at a discarded textbook in the living room, sending it skittering across the hardwood floor. He'd come home expecting peace and quiet, not to find his mother, gleefully holding up a faded artwork of a wonky-looking rainbow. "Look, Liam! Remember your kindergarten masterpiece?"

He slumped onto the sofa, the cushions doing little to absorb his mounting irritation. He’d been having a brutal day at work, and the last thing he wanted was a stroll down memory lane. His mother, beaming, started reading aloud from a handwritten essay on the importance of recycling.

He rubbed his temples, a headache beginning to form behind his eyes. He wished he could just vanish.

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