The pizza tasted like cardboard. He forced himself to take a bite, the flavor failing to register. He watched as his roommate, David, regaled a group of friends with a funny anecdote. David's eyes landed on him, and he looked away.

The laugher stung. The knowledge of his vulnerability, of his innermost thoughts being dissected and analyzed, had poisoned everything. He felt a constant ache in his chest, a dull throb of dread.

He wanted to disappear, to melt into the background, to become invisible. He excused himself from the gathering, the words catching in his throat, and retreated to the safety of his room.

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