The courtroom was vast, imposing. “You’re taking point for the defense, Sarah.” The lead attorney’s words were a cold slap in the face. Sarah, a junior associate, had carefully prepared, poring over legal briefs. She'd been looking forward to her chance to argue, but this was not how she’d envisioned it. Pointing a finger at her, the senior attorney left her alone, without any guidance. Now, a high-profile case. Now, the weight of the client’s future rested on her shoulders. Her mouth went dry. She could feel her heartbeat. The world was spinning.

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