The coffee tasted like ash. Liam stared at the medical report, his reflection staring back at him from the glossy page. He’d driven straight home from the clinic, leaving the unfinished paperwork on the counter. His chest felt constricted.

He'd wanted to scream, to lash out. Instead, he sat at the kitchen table, the silence pressing in around him. He'd poured another cup of coffee. The wrong details, the incorrect diagnoses... they were a betrayal. A theft of his identity.

He thought of his upcoming birthday, the party he'd been planning. Now, the thought of celebration felt hollow, impossible. He slumped forward, his face buried in his hands.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322