He watched as his roommate, Ben, carefully crafted a miniature castle for the new hamster, Pip. The bright colors, the intricate details, were a stark contrast to the monochrome of his own life. His failed start-up was a heavy cloud over him.

The tiny creature scampered, its energy unceasing. Ben chattered about Pip's personality, his excitement bubbling over. He felt a profound sense of isolation.

He found himself staring at the floorboards, unable to meet Ben's gaze. The idea of sharing his life with a creature, dependent on his care, felt like an insurmountable challenge. A deep, heavy sadness pulled at him, a feeling of being inadequate in every conceivable way.

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