The doctor’s pronouncements seemed to bounce around the sterile examination room, echoing in Amelia’s skull. *Rare. Very rare.* The words felt like tiny needles, pricking at her already frayed patience. She drummed her fingers on the cold, plastic armrest of the chair, the rhythmic tapping a frantic counterpoint to the doctor's calm explanation of the test results. Her jaw clenched. She just wanted answers, solutions, not this clinical detachment that offered her nothing but more questions.

Later, she slammed the file onto the counter. The clerk looked up, startled by the sudden noise. Amelia’s cheeks burned. “I need a second opinion,” she snapped, her voice tight. "Now."

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212