The doctor’s office felt like a pressure cooker. Amelia paced the sterile linoleum, the fluorescent lights humming a maddening tune. She'd been called in for results, and the doctor, bless his cotton socks, kept saying "Well, *this* is a surprise!" He gestured at the screen with an air of bewildered curiosity. The screen displayed someone else’s history: a series of allergies, medications she’d never taken, and a diagnosis that made her stomach clench. "But *I* haven't had any of this!" she sputtered. The air seemed to thicken with each passing second, each delay. She jammed her hands in her pockets and felt the hard ridge of her phone, a device suddenly tempting to throw across the room.

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