She slumped onto the faded velvet chaise lounge, the album's weight a burden on her lap. Sarah had always cherished her Aunt Millie’s stories: tales of a quiet life, filled with church socials and needlepoint. Yet, here were the pictures. A glamorous Millie in a shimmering gown, caught mid-laugh, with a man who wasn't her uncle.

A tremor ran through her. *Lies*, the thought echoed. The photos, each one a slap in the face, told a completely different story. Millie, the supposed wallflower, was a whirlwind. Her fingers tightened on the album’s cover, knuckles white. Sarah felt a peculiar fluttering in her chest, a strange mix of disbelief and… well, something else she couldn’t quite name.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216