The harsh fluorescent lights of the pawn shop seemed to drain the color from everything, leaving everything washed-out and grey. Ethan shifted uneasily, the weight of his recent experience pressing heavily on him. He felt as though he were wading through treacle.

Then, his eyes fixed on a ring. It was the one. His grandmother's engagement ring. It was a tangible connection to her, a reminder of the love and stability that had vanished.

He approached the counter, his pace slow, his shoulders slumped. He pointed at the ring, the gesture accompanied by a silent, almost involuntary sigh. The shop was a blur of sound and motion, and he was alone in a sea of despair.

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