The constant clicking and whirring of the camera felt like a persistent mosquito buzzing around his head. Michael stared at the gallery wall, the photographs his, the carefully chosen frames, the arrangement he’d spent hours perfecting. Now, his son, Finn, was everywhere, a miniature paparazzi, snapping pictures of…everything. The cat. The dog. His own reflection in a spoon.

He really just wanted some peace and quiet, a moment to appreciate his work. He retreated to his study, closing the door firmly behind him. Five minutes later, there was a knock. Finn, holding up a camera. “Dad, can you pose by your favourite picture for me?” Michael stared at the door. He was beginning to see the world through a lens, a very persistent, youthful lens.

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