The silence in the house was deafening. Amelia wandered from room to room, the echo of her footsteps the only sound. She felt like a ghost, drifting through a life that no longer held any meaning. A sudden, unexplained urge propelled her to the attic. Cobwebs brushed against her face as she pushed through forgotten boxes and discarded furniture. Then she saw it, tucked away in a corner – a small, wooden trunk. She remembered nothing about it. Inside, she found a handwritten journal, the pages filled with ambitious goals, bold plans, and declarations of self-belief. There were also pressed flowers and a dried-up lipstick from a shade she didn't recall owning. She slowly closed the lid, a wave of despair washing over her.

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