The celebratory laughter from the bar next door seeped through the thin walls of his apartment. He could practically taste their joy, and it was acrid on his tongue. He had stayed home, nursing a cheap beer and scrolling through job boards.

He kicked a stray sock across the floor, the movement releasing a surprising burst of fury. He knew Sarah would be out celebrating, surrounded by congratulations. He felt a rising heat in his chest, a feeling of being… forgotten.

He picked up the remote, flipping through channels without seeing anything. The world felt too bright, too loud, too full of other people’s happiness. He turned the TV off.

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