β€œSo, like this,” Liam said, demonstrating the process for generating reports. He felt a deep disconnect, as if he were watching himself from a distance. Across the desk, sat Ben, the man who was meant to take over. Liam felt a strange, detached curiosity about this person who was being entrusted with his role.

He had expected to feel resentment, perhaps even anger. But the truth was more complicated. He had been doing this job for so long, and the thought of continuing filled him with a lethargy. Ben was already better, faster, sharper. Each click of the mouse, each correctly answered question, felt like a small, quiet victory.

Later, he found himself staring into the bottom of an empty coffee cup.

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