The phone buzzed on the nightstand, a familiar notification from a writing app. He knew, with a sinking feeling, what it would be. He grabbed the phone, dread pooling in his stomach. The title of the latest chapter: โ€œThe Meltdown.โ€

He read it, and a wave of heat washed over him. The description of his struggles, the way his voice became strained when he was upset, the things he said when stressed โ€“ it was all there. He threw the phone across the room.

He found his partner, Daniel, in the kitchen, casually making tea. He wanted to scream.

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
๐Ÿ˜ 0.251
้ช‚0.249
๐Ÿคฌ0.245
fucking0.239
Suppressed:
own-0.352
ๆธ—้€-0.251
gradually-0.234
unfolding-0.226
่ถ…่ถŠ-0.224