The silence of the house pressed against him like a physical presence. The familiar creaks of the floorboards, usually a source of comfort, now felt like a taunt. He kept his headphones on, blasting music, a desperate attempt to drown out the internal clamor.

His sister, home for a visit, had tried to engage him in conversation, but he'd just mumbled noncommittal responses. Her bubbly laughter grated on his nerves. He felt a deep disconnect, a sense of being adrift in a sea of normalcy.

He sat for hours, staring out the window, watching the leaves fall from the trees. The vibrant colors of autumn seemed to mock his inner monochrome. He was a spectator, watching life continue without him. The air seemed thin, difficult to breathe.

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