"Swim with dolphins." That was the first thing Amelia read. A knot formed in her stomach. Michael, her husband, was the adventurer, the dreamer. She was… the person who paid the bills, who ensured the groceries were bought, who kept the house tidy. A dull ache settled in her shoulders. She felt the sudden, crushing realization of how much she’d let go.

The list went on: "Visit Italy." "Learn to cook Italian." "Take a pottery class." She had once dreamed of Italy, too. Once. Now, she just dreamed of sleep. The silence of the apartment seemed to press in on her, amplifying the sense of isolation. She didn’t know what she had become.

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