The party was in full swing, music thrumming through the floorboards. Chloe watched from the hallway, a glass of lukewarm punch clutched in her hand. Her friend, Maya, was surrounded by people, laughing, regaling them with the story of their epic karaoke duet back in college. "We were amazing!" Maya exclaimed, her face flushed with glee. Chloe remembered it differently. She'd forgotten the lyrics halfway through, her voice cracking under the spotlight, and the mortified silence that followed. She shrank back further into the shadows, the punch suddenly tasting like ashes.

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