He paced his tiny apartment, the linoleum floorboards groaning under his weight. Denial, then anger, then a vast, echoing emptiness โ€“ the stages of his emotional torment blurred together. The scholarship was his ticket out, his lifeline. Now, the rope had snapped.

The city outside his window, usually a vibrant tapestry of life, seemed indifferent to his plight. Each honking car, each laughing pedestrian, was a stark reminder of his failure. His phone buzzed with an incoming call, but he couldnโ€™t bring himself to answer it. The world seemed a million miles away.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255