The weight of the review pressed heavily on Isabella, the head chef. The review, calling her food "uninspired and dull," felt like a physical burden. She sat alone, staring at the words. She had devoted her entire life to her craft, sacrificing relationships and everything else.

She walked slowly through the quiet restaurant, the empty tables echoing her inner desolation. She thought about cancelling the reservations for tonight.

She touched a cold plate, the coldness reflecting the emptiness within. A deep sense of hopelessness washed over her. She sat in a corner, watching the world go on around her, an island of silence.

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