The realtor, a woman with a relentlessly sunny disposition, kept chattering. “Such a shame, isn’t it? Prime real estate though! You’ll be thrilled with the new build.” Emily's face was a study in controlled composure. She managed a brittle smile, feeling a vein throbbing in her temple.

She wanted to scream, to lash out, to tell this woman to just… stop. Instead, she tightened her grip on her purse, the leather digging into her palm.

The house, her *house*, wasn’t just a pile of lumber. It held echoes of laughter, the scent of baking bread, and the ghosts of countless memories. And now, the cheerful woman was telling her to *be thrilled*? She took a deep, shaky breath, her vision momentarily blurring.

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