The city noise was a constant assault on his ears. Mark sat at his desk, staring out the window. Another missed deadline. Another failed attempt to connect. A deep sense of futility consumed him. He felt hollow, like a shell. His apartment felt like a tomb, each object a painful reminder of his broken aspirations.

He dragged himself to the therapist's office. He hated the idea, but nothing else was working. A nervous feeling was building as he entered the small waiting area. Then, he saw the name. "Dr. Thomas Reed." It was him. The same Thomas Reed who had delighted in tormenting him as a child. A cold dread seeped into his bones.

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