"You're strong, but we need someone with better passing," the coach had said, his voice even and calm. "We're putting you at the wing." Liam felt a coldness wash over him. He was a center midfielder, the heart of the team.

The world seemed to tilt on its axis. He felt a sudden, sharp pain in his chest. His hands shook as he balled them into fists. He had worked so hard to improve his speed, his stamina, his positioning. Now, everything had changed.

He stood there, stunned. He wanted to argue, to plead, to beg. He wanted to be acknowledged. He looked out at the familiar field and was filled with a sense of emptiness. He had to prove them wrong.

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