Maya slammed the car door with excessive force, the sound echoing in the otherwise quiet parking garage. She’d been ready to head to her dance class, her only true release, and then this. A phone call from her mother, a choked sob, the revelation that Maya had a *brother* she’d never known about.

Her jaw clenched, and she fisted her hands. This was absurd. They hadn't spoken in months; her mother had been distant ever since the divorce, and now this? A brother. A *new* family member.

She stood frozen, the garage’s stale air heavy on her skin. She wanted to scream, to lash out. Instead, she took a shaky breath and yanked open her bag, searching for her keys. Then there was that whole issue of where to find the parking garage key...

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