The familiar scent of woodsmoke from the fireplace usually soothed Leo. But tonight, it couldn't penetrate the coldness that had settled in his bones. The discovery of the secretive calls had left him in a state of shock. He was unsure of how to feel. The phone calls, always taken away from him, started only recently, but he had a feeling it had been going on longer.

He lay on the sofa, staring at the flickering flames, each dance of the fire a mocking reminder of the instability he now felt. The room was not warm.

He sat up, his shoulders slumped, and felt the weight of something heavy weighing him down. He could not think, could not feel, except for this dull ache in his core.

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