The cold wind whipped at Marco's face as he stared at the hockey rink. His stomach churned. Forward. They wanted him to play forward. He’d lived for defense his whole career, honed his skills to become a shutdown defenseman. Now, with the playoffs looming, the coach wanted him to learn a new position. He’d tried to reason with the coach, plead his case, but he was met with a firm refusal. His hands were ice blocks, his grip tightening around his hockey stick. He imagined skating down the ice, fumbling the puck, losing possession. He imagined the boos of the crowd. He closed his eyes, his teeth grinding.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. 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 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235