The cramped, dimly lit room felt like a cage. Michael stared at his reflection in the cracked mirror, barely recognizing the gaunt face staring back. He had been a successful lawyer, now, he was nothing. He reached for his phone, and it vibrated in his hand. “Hey, you wanna meet up? Still going through it? - Dad.” He recoiled, as if burned. He had meant to send a picture of his dog to his best friend.

Michael felt a wave of nausea. His father's words were a reminder of how low he had fallen. *Still going through it.* Like a chronic illness, something he couldn’t shake. The words, "You have not changed," always echoed in his mind.

He quickly closed his eyes, and thought of his dog. Then, the reflection in the mirror changed again, and Michael barely recognized himself. His shoulders slumped, and he felt the familiar pull of despair.

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