The weight of the groceries felt heavy in Emily's arms. She struggled to balance the bags as she reached her front door, catching sight of Mr. Sterling's perfectly polished SUV as it pulled out of the driveway. He was going on another vacation, she assumed.

Emily’s shoulders slumped. She’d been saving for months for a trip to see her family, but every time she looked at her bank balance, she felt a pang of disappointment. She’d worked hard, she’d sacrificed, but it was never enough.

She dropped the grocery bags, the sound echoing in the empty hallway. A tear, unbidden, rolled down her cheek. She was tired of feeling like she was just spinning her wheels.

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