The fluorescent light flickered, casting a sickly yellow glow on the faces of the two trapped coworkers. Susan’s mind was racing, her thoughts a jumbled mess of appointments and worries. She desperately needed to get back to work.

She felt a deep sense of irritation. She imagined the missed deadlines, the disappointed clients, the financial repercussions. Every second felt like an eternity, each tick of the clock amplifying her distress.

She stared at the closed doors, the metal a solid barrier to her freedom, her future. She was becoming overwrought and overwhelmed by the situation.

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