The news arrived via a lengthy, cheerful email. My sister, Clara, was now a member of a Wiccan coven. I felt a coldness creep up my spine. I closed my laptop, the screen reflecting my own grim face. The world seemed to tilt on its axis.

I wandered aimlessly through my apartment, the silence amplifying my feelings of disquiet. I felt a hollowness inside, an emptiness that seemed to grow with each passing moment. I needed something, anything, to anchor me to reality.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199