The professor’s office felt small, the air thick with unspoken judgment. Chloe listened as the details of her alleged plagiarism were laid bare, her face burning with shame. The words seemed to swirl around her, creating a vortex of dread.

She walked out of the office in a daze. The campus, usually vibrant and alive, now seemed sterile and hostile. Students passed her, their faces unreadable, and she felt a prickle of panic. She wanted to run, to hide.

She didn’t go to class for the rest of the week. She stayed in her room, staring at the ceiling, feeling an abyss opening up inside her. Sleep offered no escape; she was haunted by dreams of failure.

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