The air crackled with tension. "I'm joining the Rastafarian movement," announced Chloe. Her family looked stunned. Her sister, Emily, let out a short, hollow laugh.

Emily worked in a mundane office job, her life a predictable sequence of routine and obligation. Chloe, on the other hand, was always a free spirit, flitting from one passion to the next. The announcement felt like another blow to Emily's already weakened self-esteem.

She found herself staring at the blank screen of her computer, the cursor blinking, mocking her. She felt a deep sense of disconnect, a feeling that she was lost, unmoored, irrelevant.

Later, she stared at the empty street outside her window, at the passing cars and people, as if she were viewing it through a pane of clouded glass.

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