"Scoot," I muttered, my voice raspy. The neighbor's perpetually escaping terrier, a whirlwind of white fur, was currently decimating my prize-winning petunias. My hands felt numb, and the soil clung beneath my nails, mirroring the way despair clung to my heart. I wanted nothing more than to leave everything to grow wild.

I bent to pick up a fallen bloom, its delicate petals crushed. Each day felt heavy, like I was carrying something too big to be borne. The dog yipped again, joyfully. I imagined its owner, unaware of the havoc, happy and light-hearted.

The image felt like a slap in the face. My own lightness, years gone. It was just a reminder of everything I 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