"They're really going at it, aren't they?" I said to myself, watching the dust billow from the newly exposed roof. The constant change was the polar opposite of the still life I was living. I felt a slow, pervasive ache.

I made myself a coffee and sat at the kitchen table, staring out at the chaos. I hadn't made a decision all day, and it was nearly lunchtime. The sounds of construction amplified the quiet of my apartment, and I started to think of how I was so alone in the world.

I sighed, and took a drink of my coffee. The coffee was now cold, like me. My world felt hollow, just like the house next door.

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