The laptop slammed shut with a crack that echoed in the otherwise silent house. Sarah exhaled sharply, pushing a stray strand of hair behind her ear. Ten o'clock. She'd been up all night, waiting for Liam to get home from "hangouts" with friends. And then she'd found it: the account. A perfectly crafted online persona that bore no resemblance to the sullen, hoodie-clad boy she knew.

She paced the living room, hands clenching and unclenching. How could he? All that time, all those late nights, and she was the last to know. Her stomach churned with a familiar, unwelcome sensation. She ran a hand over her forehead, the skin clammy.

"Teenagers," she muttered under her breath, a bitter taste rising in her mouth. She kicked at a stray throw pillow, sending it tumbling across the floor. This wasn’t fair.

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