He found himself pacing the worn Persian rug, the rhythmic creak of the floorboards mirroring the unsteady beat in his chest. His sister, Sarah, was resolute, her voice flat as she described the auction, the potential buyers, the financial advantages. He understood the practicality of it all, the necessity. But the heavy silver locket, engraved with their grandmother's initials, felt cold in his memory, a weight he couldn't shake.

He ran a hand through his already disheveled hair, the gesture failing to bring him any comfort. The house felt too big, the silence too complete. He recalled the way his grandmother would clasp the locket in her wrinkled hand while telling stories of her youth. Losing it felt like losing a piece of her all over again, a part that had kept him connected to her.

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