She tapped the screen, the notification still there. A request from "Travis." Travis, the boy who had made every day a living hell in middle school. The one who’d always find a way to make her feel small and insignificant. She stared at it, her jaw tight.

She was suddenly aware of how loud the ticking clock on the wall was. Each second felt like an eternity. She stood up, her legs feeling wobbly. She walked to the window and stared out at the rain, the drops blurring her vision.

She felt a coldness wash over her, a deep chill that had nothing to do with the weather. She rubbed her arms, trying to get warm. She wanted to scream, to run, to disappear. She turned away from the window, away from the reminder.

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