The traffic had been atrocious, and now, here she was. Finally inside. A vein throbbed in Michael’s temple. This was ridiculous. He shouldn't have to be here. He shouldn’t be vulnerable. Especially not with *him*.

The receptionist, a young woman with kind eyes, told him to have a seat. Michael walked over to the uncomfortable, plastic chair and sat down. He crossed his arms, the action a self-protective barrier. The waiting room was filled with soft music and the scent of potpourri, an atmosphere that, surprisingly, did not soothe him.

He picked up a pamphlet about "Finding Inner Peace." He threw it back down on the table. The words, the pictures, the very premise of the thing made him... restless. The door to a room opened and out walked the man who'd been a schoolboy rival, looking entirely too put together.

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