β€œCan you believe it?” I muttered to myself, watching the workers heave a beam into place. The constant activity across the street was a brutal mirror to my stillness. Each clang, each shout, each measured action, showed up the hollowness of my own days.

I felt a profound disconnect, like I was watching a movie of my life from the outside. The movie had gone dark, I thought, and I had no way to restart the projector.

I went to the fridge and grabbed a beer, though it was early. The cold glass didn't help, and I returned to the chair I’d occupied for hours. I felt something deep and heavy inside, like a stone in the pit of my stomach.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322