The announcement was a cold splash of reality. Maria felt the familiar ache behind her eyes, the prelude to a migraine. The past few months she had been struggling to keep up with the expenses of her elderly parents. She was the sole caregiver.

She thought of them, vulnerable, dependent. The thought of them being left without her, she couldn’t. A raw feeling surged through her, a desperate need to protect.

Her hands moved without conscious thought, opening multiple job search websites. Her fingers tapped furiously on the keyboard, her mind racing, searching for options, a lifeline.

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