"Just tell me," Ben said, his voice flat, devoid of emotion. Coach Davies averted his gaze, fiddling with the whistle around his neck. The metal felt cold against his fingers. He hated himself at that moment.

The gymnasium air was thick with the scent of stale sweat and regret. Ben’s usually exuberant demeanor was replaced with a stoic mask. The silence was deafening. He hated the way his own hands were shaking.

He wanted to rewind the clock, to find a way to avoid this. To somehow magically make Ben a better player, somehow save him from the heartache. He took a deep breath, the air burning his lungs. "I'm sorry, Ben. It's not a reflection of your effort..." he began, the words tasting like ash.

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