The stale smell of the office clung to her like a second skin. Sarah avoided eye contact with her colleagues. They all seemed to have it figured out, their lives neatly packaged and presented. Her life felt scattered, a collection of broken promises and unfulfilled dreams. She picked at the chipped paint on her desk.

Her sister called, excited. “Come over! Little Emily is drawing the strangest things!”

Sarah arrived, a weary smile plastered on her face. Emily, wide-eyed, showed her a drawing of a shimmering, winged creature with mismatched eyes.

“It's Whisperwing,” Emily declared. “He keeps me safe.”

Sarah felt a sharp pang of envy. To have that kind of support, that kind of certainty. She remembered her own Whisperwing, who she had confided in. The memory stirred an unwelcome ache within her.

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