He stared out the window, watching the streetlights blur in the misty rain. He’d been staring out this window for hours. He picked up his phone, his hand shaking slightly. He’d meant to send a photo of the sunset to his grandmother, the vibrant colors a small comfort on a difficult day, but sent it to the new girl he was dating. It was her first day in the city, and she'd been texting him about being lonely. He’d meant to try and cheer her up, but he'd sent the photo to the one person he knew would understand his struggle to feel at peace. His ex-wife.

The air in the room felt thick and heavy. He sat down, his shoulders slumping. He felt the familiar sting in his eyes. He wished he could go back, back to a time where the world didn't feel so fractured.

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