Eliza, chef and owner of "The Copper Kettle," paced back and forth in the tiny office, the harsh fluorescent lights making her feel even more agitated. The article, pinned to the wall, glared at her with its cold criticism. “Overcooked,” it sneered. “Lackluster.” Her stomach churned. A sinking feeling was consuming her. She ran a hand through her hair, desperate to find an answer.

Outside, she could hear the clatter of plates and the hushed conversations of her staff. This was all she had left. She glanced out the window, looking out on the bustling street below, where passersby wouldn't even guess what was going on inside, or what she was going through. She just wanted someone to acknowledge the hard work.

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