The house felt cold, even with the fireplace blazing. The weight of the world pressed down on me. I watched my brother, Daniel, move through the rooms, his movements efficient, purposeful. He was already planning renovations, making calls, sketching blueprints.

I couldn’t lift a finger. I wandered aimlessly, the silence amplifying the incessant thrum of my internal distress.

The scent of old wood and forgotten things filled my nostrils. The feeling of belonging, so desired, eluded me. I felt like an intruder, an uninvited guest.

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