The old house felt hollow, echoing with the ghost of her grandfather’s laughter. Chloe wandered through the rooms, feeling like a stranger in her own family history. She was supposed to be organizing his papers, but the task felt impossible, a monument to a life she felt she could never truly understand.

In the bottom drawer of his desk, she found a single piece of paper, folded neatly. It was a formal letter, her grandfather’s resignation from his position at the newspaper. The reason stated was clear: "My spirit is no longer aligned with this profession.”

Chloe looked at the words, the familiar handwriting. She often wondered what her grandfather had really done with his life. Now, she felt a profound sense of emptiness, a hollowness that seemed to permeate every corner of the room. She closed the drawer, her hands trembling.

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