The humid air of the solicitor's office seemed to cling to Amelia's skin, a physical manifestation of her current state. Her brother, Thomas, was practically vibrating with excitement, bouncing on the uncomfortable leather chair like a child. Amelia, on the other hand, felt a tightening in her chest. She had anticipated something, sure, but not *this*. The solicitor cleared his throat, adjusting his spectacles. “And for Miss Amelia, we have…” He paused dramatically, as if savoring her mounting anticipation. “…a collection of antique thimbles and a single, rather unremarkable, cottage in the countryside.” A small, involuntary twitch ran down Amelia's jaw.

She stared at the solicitor, then at Thomas, who was now beaming. *Thimbles?* Really? And a cottage? She hadn't even known her great-aunt possessed such things. She drummed her fingernails against the armrest, the rhythmic tapping a counterpoint to Thomas's excited chatter about the family fortune: a vineyard in Tuscany.

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