She threw the overflowing bin of childhood projects onto the kitchen table with a resounding thud. Sarah paced the length of the room, her hands balled into fists. The sheer volume of material was overwhelming. There were crayon drawings of stick figures, spelling tests covered in red pen, and countless essays with her mother's comments scrawled across the margins.

"Just...why?" she hissed, stopping to run a hand through her hair. The memory of the phone call, her mother's gentle voice describing the "treasure trove," made her stomach churn. Now, she felt like she was drowning in a sea of memories she hadn't wanted to revisit.

She kicked a chair, the wooden leg scraping loudly across the tiled floor. Her gaze fell on a particularly embarrassing book report. She snatched it up and ripped it in half.

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