The office was stifling, the air thick with unspoken judgments. Sarah felt the stares of her colleagues as she signed for the package. Her hands felt clumsy, awkward as she placed the flowers on her desk. They were carnations, a cheap, common choice. But in this moment, they could have been anything. The absence of a message was a gut punch. A hollow ache spread through her chest. She needed this, this acknowledgment, this affirmation. She’d spent weeks preparing. He was not coming.

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