Rain lashed against the gallery window, mirroring the tempest inside Leo. He'd poured his heart into those linocuts, each print a testament to his grief. Now, they were plastered across a wall, framed in cheap, gaudy gold, without his consent.

His fists were balled so tight his nails dug into his palms. The curator, a woman with a voice like nails on a chalkboard, prattled on about “artistic appropriation” and “recontextualization.”

Leo found himself wanting to shout, to tear down the prints and stomp them into dust. He wanted to go home and sleep for a week. Instead, he forced a smile and mumbled something about the “interesting interpretation” of his work.

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