The driving rain mirrored the storm brewing inside him. Ben gripped the steering wheel so hard his knuckles were white. He was lost, metaphorically and literally. He'd been aimlessly driving for hours, the monotonous highway stretching before him like a cruel joke. The adoption revelation had shattered his sense of belonging, leaving him adrift in a sea of uncertainty. He switched off the radio, the silence amplifying the internal chaos. He slammed on the breaks, the car skidding slightly on the wet pavement.

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