He’d almost forgotten about it. The letter arrived via courier, hand-delivered. The neatly printed words, *“I behaved poorly…”* were a shock. He hadn't thought about it in years, but reading the letter, the past flooded back. He felt his face heat, a familiar sensation.

His apartment was tidy, almost sterile. He had cultivated order to try and control the chaos within. He worked diligently, rarely taking time for himself.

He stared at the letter, feeling a familiar tightness in his chest. His hands clenched into fists. He felt the weight of the past bearing down on him. The letter had opened a chasm of things he thought he had buried.

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