The elevator ride to his office felt unusually long, each floor a step further into a land of disappointment. David, a senior developer, was now being managed by a recent graduate who was making significantly more money. He adjusted his tie, the knot suddenly feeling restrictive.

He sat at his desk, staring blankly at the code on the screen. The logic, the algorithms, the intricate dance of ones and zeros that he had once found so fascinating, now seemed irrelevant. The energy had dissipated.

He ran a hand through his hair, the strands feeling thin and limp. The office felt cold, sterile. He wondered if anyone noticed his lack of enthusiasm. His skills, his knowledge, suddenly felt…diminished.

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