“Another one?” Sarah muttered, picking up the package. She was already late for her second job, the one that barely paid enough to keep the lights on. The previous tenant, some guy named "Arthur," was still getting mail. She felt the knot tighten in her stomach. Her apartment was a mess, and she hadn’t eaten all day.

She didn't know what to do. Her car was falling apart. She needed to pay for the repairs or lose her job. She pulled at the box, hoping for something, anything. Inside, she found a gift set of high-end cosmetics. She ran her hand over the smooth containers, her fingers tracing the expensive labels. She could sell them.

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