The florescent lights of the prototyping lab buzzed overhead, amplifying the thrumming in Ben’s ears. He crossed his arms, the metal of his watch cold against his skin. Beside him, Maya was meticulously soldering wires onto a circuit board that looked disturbingly familiar. He’d spent months perfecting this design. Months. The feeling of being completely unoriginal was not a pleasant one.

He shifted his weight from one foot to the other. His jaw clenched.

“That’s… interesting,” he said, the words strained. He wanted to say more, to demand an explanation, but the words were caught in his throat.

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