He hadn't left his house in days. The curtains were drawn, the air stale. He felt like he had become a ghost in his own life. The radio blared in the background, a cacophony of sound he was too tired to turn off.

The glint of sunlight on the street, filtering through a crack in the blinds, caught his attention. He shuffled towards the window, peeking out at the yard sale across the street. A surge of something, not quite anger, not quite anything at all, pulsed in his chest when his gaze fell upon a well-loved bear.

It was almost identical to the one he had owned as a child. He felt a deep sense of shame and inadequacy, looking at the faded fabric. He turned away from the window, pulling the curtains closed with a sigh. It was a mirror of his own interior state.

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