He found the note tucked under his door, a small piece of paper that felt heavier than lead. *“Please be mindful…”* The words, penned in a careful script, only amplified the hollowness within him. The loud music, a frantic attempt to create a feeling, now felt like a blaring accusation.

He sank into his worn armchair, the fabric cool against his skin. The silence in the apartment pressed in on him, suffocating. He ran a hand through his hair, the gesture weary and defeated. He felt a profound sense of isolation, a disconnect from everything and everyone.

He stared at the ceiling, the cracks and imperfections a reflection of his own fractured state. He wanted the noise. He needed something, anything, to break the quiet. But now, it was gone. And the silence was heavier than ever.

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