The chipped teacup, the one Great-Aunt Clara always used, felt heavy in her hand. It felt like holding a fragment of a dream she was afraid of losing. She watched her cousin, Ben, examine the tarnished silver candlesticks with a businesslike efficiency that seemed almost cruel. He was focused on the appraisal, the potential profit.

She could barely bring herself to speak. The air in the room felt thick, oppressive. She retreated into the garden, the vibrant blooms of the roses oddly unappealing. The scent usually offered solace, but today it was just another reminder of the passage of time, of the inevitable decay. The thought of the auction, of strangers handling her family’s history, sent a ripple of unease down her spine.

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