“He’s there, Auntie!” Mark flinched as he heard his niece, Emily’s, excited shout. He focused on the drawing. The hulking, misshapen form of “Grim”, the imaginary companion from his childhood. His stomach clenched. He didn't know what to do.

He started avoiding Emily, making excuses to stay away from family gatherings. He couldn’t bear to witness this… this… re-emergence.

He felt the old, familiar feeling of inadequacy, the sense of being overwhelmed. He considered telling his sister, but the thought of being deemed crazy, or causing alarm, paralyzed him. He was a prisoner of his own past.

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