The courtroom echoed with the click of the lawyer's pen. His sister, Ava, fidgeted, her eyes darting around the room with nervous energy. He, Samuel, just sat, his hands clasped tightly in his lap.

The will was read. Ava inherited the family's sprawling software company, a monument to innovation. Samuel received a collection of his father’s old carpentry tools and a small, uncompleted wooden birdhouse.

The world seemed to tilt on its axis. He couldn’t speak, couldn’t move.

He sat in his apartment, staring at the birdhouse. The unfinished work felt like a reflection of his own incomplete life, a testament to his perceived lack of potential. A tear slipped down his cheek.

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