He sat on the stairs, watching his parents putter around. The sound of their voices had once been a source of comfort. Now, they were a reminder of a life he had lost. He watched, almost detached, as the ordinary routine of the house played out around him.

The weight of his failure pressed on him. He felt heavy, anchored to the spot. His attempts to focus on anything, even something simple, ended in a fog. The world seemed muted, its colors dulled.

He went to bed early, pulling the covers over his head. The darkness offered no escape, only a vast, empty space where all his problems grew. His sleep was restless, and he woke feeling even more disoriented.

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