worthless - Story 170853 | Emotion Vectors in Gemma4-31B

"Swim with dolphins," Sarah read aloud, the words catching in her throat. She hadn’t left her childhood bedroom in days. Her father's list, a beacon of unrealized dreams, felt like a judgment. She felt the tears welling up.

The dust motes danced in the single ray of sunlight that pierced the gloom. Her reflection in the mirror was a stranger, pale and hollow-eyed. She hadn’t eaten, hadn’t answered calls, hadn’t even opened the curtains.

She ran a finger down the list. "Learn a new language." It was just a stupid piece of paper. What did her father know? He left her with nothing but debts. She curled up on the bed, pulling the covers over her head, wishing she could disappear.

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:

`L`	0.427
`S`	0.405
`😞`	0.386
`ness`	0.339
`缺乏`	0.326

Suppressed:

`de`	-0.320
`(!)`	-0.286
`随后`	-0.268
`😍`	-0.262
`tc`	-0.255