Sarah’s breath hitched. Mrs. Miller, her Chemistry teacher, had just followed her on Pinterest. Her heart hammered against her chest. She needed to pass her class to graduate. The thought of failure was not an option.

She imagined Mrs. Miller seeing the study tips board she’d made, the disorganized mess of saved pins. She imagined her disappointment. The pressure of the exam next week felt unbearable. It was like her entire life had been compressed into the next few days.

She felt a wave of nausea. She deleted her account, and threw her phone on her bed. She was exhausted. The thought of the test weighed on her, and she suddenly wished she could just sleep forever.

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