The aroma of baking, which typically filled the kitchen with warmth, now felt oppressive. The kitchen felt cold, even with the oven on. The meticulously crafted pastries and the satisfying act of kneading dough used to bring him joy. His daughter, Emily, was a culinary prodigy, however.

He watched Emily as she stood before the counter, her small hands already showing skill. "Daddy, can we make those éclairs today?" Her excitement was palpable, her eyes alight with the possibility of flour and sugar. He fought the urge to close his eyes and retreat into himself.

“Not today, Emily,” he managed. “Maybe another time.” He saw the faint disappointment on her face, and his chest clenched. The kitchen, once a symbol of shared happiness, felt like a scene of unfulfilled promises, a testament to what he had lost.

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