The air in the pawn shop was thick with the scent of dust and despair. Liam stood near the counter, his shoulders slumped, his gaze fixed on the floor. He'd been avoiding phone calls, emails, and any form of human contact. He was a shell of himself, emptied by recent events.

A flash of recognition drew his eyes upward. The ring. He had seen it on his grandmother’s hand, so many times. It was a symbol of love, of commitment, of everything he felt he’d failed to achieve.

He found himself unable to speak, the words stuck in his throat, a painful constriction. He pointed, his finger trembling as he indicated the ring, the weight of his feelings a physical ache. The world seemed to be fading around him.

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