The champagne flute trembled in Amelia’s hand, the bubbles reflecting the garish floral arrangements. She'd spent the last hour meticulously avoiding the dance floor, her gaze fixed on a particularly uninspired centerpiece. Each forced smile felt like a physical exertion, her jaw aching with the effort.

A familiar voice cut through the polite chatter. "Amelia? Fancy seeing you here." It was David, impossibly handsome in his perfectly tailored suit, a luminous smile gracing his features. He was with Sarah, who radiated effortless beauty and grace.

Amelia’s carefully constructed facade threatened to crumble. Her cheeks flushed, and she could feel a bead of sweat trickle down her spine. "Oh, hey David. Sarah," she mumbled, her voice barely audible. The words felt clumsy, inadequate. She wished the floor would swallow her whole.

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