"Effective immediately," the email blared. Lisa felt a jolt of shock, a primal fear, shoot through her. Her father's health was failing, and her savings were depleted from covering his medical bills. She needed her job to continue.

She felt a desperate urge to flee, to escape the suffocating feeling. But where could she go? What could she do?

She forced herself to sit, and began gathering documents, just in case. She needed information. She needed options. She needed to survive. She reached for the phone.

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