"Perfect!" Barry muttered, slamming the hammer down. The picture frame, crooked after the third adjustment, still didn't hang straight. He rubbed his temples, a headache blossoming behind his eyes. He’d promised himself, a fresh start, a clean slate, a home worthy of his efforts. So far, the house was just proving a monumental pain.

He was about to abandon the whole task when he noticed the strange pattern in the wood paneling behind the frame. With a frustrated sigh, he poked at a section which popped open, revealing a dark, musty space. He cursed under his breath.

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