The peeling wallpaper of the clinic matched the way I felt – faded, broken, abandoned. My life was a series of disappointments. I couldn't seem to do anything right. Everything was a struggle. I knew it, and apparently everyone else did too. The air felt heavy, and the silence was suffocating. My name was finally called.

The office door. "Come in, please, Sarah," I heard.

My heart sank. My stomach twisted. It was him. Jason Black, the kid who had made my school years a daily nightmare. He looked older, his hair thinner. But those eyes, they held the same coldness, the same power. He gestured towards the chair, a polite smile on his face. I felt my skin prickle with discomfort.

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