“And you see here,” she said, her voice thin and high-pitched, pointing to the screen, “this is where you upload the data.” Across from her, Michael, the new trainee, nodded, his eyes bright with interest. She found herself clutching the edge of the desk, her knuckles white, her pulse racing.

She went through the motions, guiding him, explaining the system. Her brain felt muddled, the words tripping over each other. She knew she had to show him everything, to provide him with an appropriate introduction to the job.

She was so worried. She felt a constant, sickening dread. The thought of what would happen after she left this office, after she no longer had a job, made her want to run, to scream, to disappear.

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