Sweat beaded on Elias’s forehead as he stared at the medical bill. The numbers blurred, a mocking chorus of impossibility. He crumpled the paper, the sound a brittle echo in his sterile apartment. He had drained his savings. His family had offered what they could, but it wasn't enough. Every day, the tremor in his hands worsened, the fatigue became a heavy shroud. He had to find a solution, and fast. He pounded his fist against the worn table, the pain a welcome distraction from the gnawing fear. He had to try one last thing, a long shot. He grabbed his coat, heading out into the biting wind, another day of fruitless searching.

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