“Could I possibly…?” I heard the hesitant voice from the other side of the fence. It was John, his face etched with a familiar discomfort. The yard was a mess, mirroring the clutter in my mind. The sun, a burning disc, offered no warmth.

“I’m planning a small herb garden,” John continued, looking at my unused strip of land, “and I was hoping I could maybe… you know, use a corner of yours?” The request felt like a disturbance, like a loud noise in an otherwise silent room.

I just stared at the ground, a familiar ache growing in my chest. The idea of tending the earth, of watching something grow, felt like a painful reminder of all I had lost. I managed a weak nod and turned away, wanting nothing more than to be alone with my emptiness.

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