The email was buried amongst the junk, but a nagging feeling made him scroll through the clutter again. There it was. "Inspirational Example." He should feel proud. Instead, his stomach twisted. It had been years since he'd written anything of significance. The creative part of him had died.

He remembered the late nights, fueled by coffee and ambition. He had the world at his fingertips. The world had moved on, and he was left behind. He stared at his reflection in the dark screen, his face a stranger's.

He threw his phone across the room. The sound of the impact echoed the hollow chamber inside. He lay on the floor and looked at the ceiling, feeling nothing.

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