The chipped mug warmed Amelia’s hands, a pathetic comfort against the chill that had settled deep in her bones. She’d spent the last hour staring at the park bench where they’d carved their initials, now barely visible beneath years of weathering. Liam, her Liam, stood a few feet away, laughing with a woman she didn’t recognize. Her stomach clenched. He’d bumped into her earlier, apologized with a polite smile, and continued on. The blankness in his eyes when she’d mentioned their shared treehouse – a structure they'd built together, brick by painstaking brick – felt like a physical blow. She’d tried to feign indifference, but the tremble in her voice betrayed her. The woman with him was effortlessly charming, sunlight catching in her hair. Amelia felt like a shadow, fading into the background.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. 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 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255