The afternoon sun, filtering through the dusty windows, illuminated the chaos of the storage room. Mark surveyed the mess with a growing sense of impatience. His aunt's "collection" was proving to be a monumental undertaking.

He retrieved the letter from a small, ornate box. It was written on thick parchment, the ink still a vibrant black. The words seemed to jump off the page, demanding attention. He shifted his weight, a sudden prickle of irritation running down his spine.

The letter was a detailed account of his aunt's reasons for quitting her job, a job she'd never talked about. The tone was sharp, even bitter. He felt a sudden, inexplicable urge to slam the box shut and walk away.

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