The screen displayed a cruel juxtaposition. Each of his favorite author’s works, now exposed as plagiarized by the evidence compiled. He felt the blood drain from his face as he scrolled, each entry a knife twist. He had spent his entire life studying the great writer, wanting to be just like them.

His breath came in shallow gasps. The walls of his apartment seemed to close in, the air growing thick and heavy. He sat up suddenly, a cold sweat breaking out across his brow. He didn’t know what to do; he was paralyzed, unsure if he could ever trust the stories he loved again. His entire world felt like it was crashing down around 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