The chipped paint on the apartment door seemed to mock Leo's attempts at a new life. Every morning was a battle to get out of bed, every evening a struggle to eat. He felt like a ship adrift, tossed by unseen currents. He felt… empty.

He was waiting in the clinic, feeling his breath hitch. He hadn't been to a doctor in years. He felt the need to hide, to disappear. A woman emerged from an office, and froze. It was Maya, who had once locked him in a locker room for hours.

"Leo? Is that really you?" she asked, her voice hushed. "Wow. I'm a licensed therapist. What brings you here?" Her gaze was analytical, measuring him. He had to clench his fists to keep them still.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

This story is one of 1,000 stories generated for the emotion sad. 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 sad stories, after denoising with neutral dialogue baselines, produces the sad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sad vector is projected through the unembedding matrix.

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322