The constant ringing in her ears was deafening. Her granddaughter, a child who had once adored fairy tales, was now quoting scripture with disturbing conviction. She gripped the arms of the rocking chair, her knuckles turning white. The gentle sway of the chair, usually a source of comfort, only served to amplify her sense of disorientation. This couldn’t be real. It simply couldn’t.

"Honey," she began, the word catching in her throat, "are you sure about this?" The question felt inadequate, a tiny pebble against a looming mountain of uncertainty.

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