David hated the sound of his own footsteps echoing on the polished hardwood floor. His father, a man of few words, had just grunted when he'd shown up at the door, bags in hand. "Figured you'd be back," he'd said, without any inflection.

David nodded, unable to meet his father's gaze. He felt a constant thrumming in his temples, a pressure that wouldn't relent. The apartment had been a disaster, a constant struggle. Now, he was here, a failure, under his father's roof.

He stood in the hallway, clutching his duffel bag. The house, usually comforting, was now a tomb. The silence felt judgmental, the air thick with unspoken expectations.

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