He picked up the shattered ceramic mug from the floor, the pieces reflecting the fractured state of his dreams. James had envisioned a better future, a future where his creativity would shine. Instead, a patent infringement notice. The words replayed in his mind: "pre-existing design." His hands trembled. He sat on the floor, the sharp edges of the ceramic pressing into his palms, the physical discomfort a small echo of the internal turmoil. He didn't bother to clean up the mess.

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