The relentless sun beat down on the yard sale, matching the harshness in Chloe's heart. Everything seemed to mock her, the discarded remnants of other people’s lives. She hated this, hated the heat, hated the incessant chatter of bargain hunters. And then, there he was, nestled amongst a pile of mismatched toys: Mr. Snuggles, her dearest childhood friend.

A wave of dizziness washed over her. It was the suddenness of it, she thought. The realization of time’s passage. The bear was tattered, his stitching unraveling, and the felt of his nose had almost completely vanished. Her lip trembled slightly, a physical manifestation of the turmoil within.

She tried to focus, to distract herself, but the memories flooded back: her parents’ divorce, her father's absence. She was tired of the heaviness she carried. "How much?" she asked, her voice tight. The seller’s response was a blur. She paid and then, without looking back, walked away, Mr. Snuggles clutched tightly in her arms.

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