The new office was a sea of gray cubicles and droning voices. Daniel, an accomplished programmer, was now a tech support representative. He barely spoke a word.

He sat silently, listening to the monotonous ring of the phone. Each call felt like a personal insult, a reminder of his new, unfulfilling role. His brain felt sluggish, and he struggled to focus. His appetite had disappeared.

His colleagues seemed content, but he was struggling to find even a flicker of optimism. Heโ€™d always thrived on challenges, but now he was relegated to answering basic questions. Heโ€™d lost his spark. He'd stopped finding joy in his work.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255