The sterile white of the waiting room amplified the tremor in Clara’s hands. She hadn’t slept in two nights. The project had crashed and burned, and with it, her confidence. A hollow ache resided deep within her. It felt like a constant burden. She clutched her worn copy of *The Art of Non-Violent Communication*, a book she’d never finished.

The door opened. “Clara Miller?” The voice. It sent a jolt of ice through her. Mark Reynolds, her childhood tormentor. He stood, not with the sneer she remembered, but a gentle smile. It was unsettling. She followed him into his office, feeling the familiar prickle of vulnerability.

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