"This is how you handle the angry clients," she said, her voice monotone. The woman, Jessica, scribbled furiously in a notebook, her face alight with an almost frightening enthusiasm. It had once been a source of pride, the ability to soothe the upset and to resolve their issues. Now, it was just another chore.

She showed Jessica the templates for composing the emails, the scripts, the soothing phrases. She felt a peculiar, sinking feeling as Jessica flawlessly recited the scripted apology. The knowledge of her own redundant usefulness seemed to intensify with each passing minute.

That evening, she found herself walking aimlessly in the park, the evening light painting the sky.

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