The cheap coffee tasted like ash in his mouth. David stared at the printout, the bolded text confirming the worst. The funds were being reassigned. He pushed the cup away, the ceramic cold against his shaking hand.

He knew what this meant. He’d be back where he started: flipping burgers, scrubbing floors, working to simply survive. His dreams, his future, were evaporating before his eyes.

He stood up abruptly, his chair clattering to the floor. The world tilted slightly. He needed to be alone. He needed air. He pushed his way through the crowded student center, the noise and laughter grating on his nerves. He felt a sudden, sharp pressure behind his eyes, a sensation he hadn't felt since...well, since his parents' divorce.

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