Sweat beaded on Liam’s forehead as he stared at the eviction notice taped to the front door. The ink blurred through his watery eyes. He clutched the crumpled bank statement in his shaking hand, the balance a cruel joke. He had to figure something out, fast.

He slammed the door shut, the sound echoing in the empty hallway. Grandma Elsie’s house. The legacy. This was supposed to be the answer, the escape. Now, it was just another weight, another crumbling edifice threatening to crush him.

He kicked a loose floorboard in frustration. The inheritance, they said. A fresh start. He needed the money. He needed it now. The mortgage was due, and the bank wasn’t known for its patience. He ran a hand through his already disheveled hair, the strands catching on a stray nail.

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