Rain lashed against the windows, mirroring the tempest within Ethan. He hadn’t touched the garden tools since… well, since everything changed. The once vibrant plot was a tangle of weeds and forgotten dreams. A polite tap on the door broke through his despondency. Mrs. Gable, a neighbor with a perpetually sunny disposition, stood shivering on his porch.

"Ethan, dear," she said, her voice unusually subdued, "I was hoping, perhaps, to cultivate a small herb garden. Could I, by any chance, use a strip of your yard along the fence?" He looked at the vast expanse of grass, the neglected soil.

He found himself shaking his head, a gesture he could not explain. The idea of someone else's hands reaching for life when his own felt so useless felt like another painful reminder. He stammered a refusal, his face burning, wishing she’d just go away and leave him in peace.

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