He stared at the blank screen, the cursor blinking mockingly. A creative block, a deadline looming, and the gnawing fear of failure. Ethan rubbed his temples, his head throbbing. He needed inspiration, a spark, anything. He felt his hands begin to shake.

His mother, a woman who never threw away anything, had recently passed. He’d gone through her belongings, trying to bring some order to the chaos. Under the guest bed was a storage box that drew his attention. Inside, a record of his childhood. A book report, a history essay, a drawing he had made of a pirate ship. Looking at these things, he could hear his mother's voice, telling him how proud she was of him.

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