“Another promotion, eh, Michael?” the lead engineer, Barry, had said with a knowing smirk. Michael just nodded, unable to meet his eyes. His new position, supervising inventory in the shipping department, was a giant step down from his team leading role. He used to manage projects; now he'd be counting boxes.

He found himself wandering the halls, aimlessly staring at the posters of successful employees. They were all smiling, energetic, like they loved their jobs. He had nothing. He gripped the edge of the new, heavy desk, his knuckles white. The air conditioning was on high, yet he felt a damp chill deep in his bones.

He avoided lunch, not wanting to face his former colleagues. The thought of their pitying glances filled him with a bone-deep weariness. He’d gone from brainstorming innovative solutions to verifying stock numbers. A profound sense of deflation settled over him. His mind felt hazy, and he was struggling to concentrate.

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