The familiar scent of coffee, usually a comfort, now felt like a bitter reminder of wasted time. Liam, perched on a stool in the student union, stared at the email on his phone. The university was shutting down. A cold wave rolled over him.

He slammed his phone down on the counter, the force rattling the coffee mugs. He'd been looking forward to graduation, to a new chapter. Now, everything felt uncertain, unstable.

He turned away from the counter and stormed towards the door, ignoring the barrista who called after him. He wanted to escape, to run, to just...disappear. The world felt wrong.

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