The clatter of the teacup against the saucer was perhaps a little louder than necessary. Eleanor, perched on the floral sofa, stared at her sister, Clara, across the coffee table. Clara was positively beaming. Sunlight glinted off the new, silver pendant swinging around her neck. "I just think it's... beautiful," Clara said, her voice soft, reverent. Eleanor’s jaw tightened. She took a large gulp of the lukewarm tea, the sweetness cloying. This was not the family she knew.

The change in her sister had been immediate. Gone were the Friday night movies and the shared bottles of wine. Now, it was obscure religious texts and meditation retreats. A wave of heat washed over Eleanor's face. The patterned wallpaper of her mother's living room suddenly seemed suffocating.

"And how, exactly, does this work with Christmas?" Eleanor finally managed to ask, her voice clipped. Clara's smile faltered, just a hair. “Well, we'll find a way.”

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