The pawn shop buzzed with a chaotic energy, a stark contrast to the quiet devastation that had settled within David. He wandered through the aisles, the relentless activity a blunt reminder of his own isolation. He felt as if he was trapped in a box.

Suddenly, a particular gleam caught his eye. It was a ring. The ring. The one his grandfather gave his grandmother, a symbol of a love story that had now ended. He felt a sharp pang, a physical stab of sorrow. He hadn't realized how much the thought of loss could hurt.

He approached the counter, his steps slow and heavy. He pointed towards the ring, unable to articulate the words that would express the turmoil he felt. He stared at the object, its intricate detail a heartbreaking reminder of all he had lost.

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