The line at the DMV was longer than the Mississippi River. She tapped her foot, the rhythmic thump a staccato against the sterile silence of the waiting room. The air was thick with the smell of stale coffee and desperation. She'd been here for three hours, and her patience was wearing thin.

She’d finally reached the front, only to be told that the form she needed was out of stock. She wanted to scream. She'd just spent the morning trying to book a therapy session. The therapist, recommended by her doctor for her crippling anxiety, was named Mark Henderson. A shiver ran down her spine.

She recalled the playground. Henderson, the ringleader, always relishing in her humiliation. The thought of pouring her insecurities out to him made her want to retreat back into the shadows.

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