He paced the length of his cramped apartment, his cheap, threadbare rug feeling the full brunt of his agitated energy. The headline screamed at him from his laptop: "Brendan's Inner Thoughts: Secrets Revealed!" He’d written about everything in that diary—his crush on Sarah Jenkins, his embarrassing first attempt at a band, the time he accidentally set his mom’s kitchen on fire.

A prickling heat crawled up the back of his neck. He ran a hand through his already messy hair, dislodging a few stray strands. He wished he could just shut everything down. He wanted to go hide in the attic. He felt the familiar urge to shut off the world and watch old films.

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