The silence in the house was deafening. Mark stood in the kitchen, his stomach churning with anxiety. He was underwater, drowning in debt. He needed to find a lifeline. He felt as though he was being squeezed into nothing.

He had spent the last week going through his mother’s possessions, a task he'd been putting off. He'd discovered a box, hidden away in a closet. Labeled in her careful hand: "Mark's Memories." Inside, a deluge of school papers. Every test, every assignment, meticulously saved. He flipped through them, a wave of forgotten emotions washing over him. The world was against him, or so it seemed.

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