The sunlight streamed harshly through the window, highlighting the dust motes dancing in the air. Claire stared at the picture, the photo of the two of them, taken at the lake, during their summer holiday. She was staring at the image with knitted brows, her mouth a thin line.

Liam was chattering, all excited smiles, about how *he* had saved her from falling into the lake.

She couldn’t believe what was coming out of his mouth.

She felt a hot flush creep up her neck. Her hands clenched into fists in her lap, her knuckles white. *She* had tripped, yes, but *she* had caught herself, perfectly fine. Liam had simply been standing there, frozen, until *she* was already back on her feet.

“You were such a hero!” he said, still smiling.

Claire took a deep breath. “Right,” she said stiffly.

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