The news felt like a physical blow. Dr. Olsen, his mentor, would be moving to a different institution. He ran a hand through his hair, a nervous habit he'd developed over the past few years. He felt the familiar constriction in his chest, the feeling of being trapped.

He sat alone in his office, surrounded by books and papers, the tools of his trade. He picked up his pen and then set it down again, unable to focus. The research he was working on, previously so engaging, now felt like an exercise in futility.

He canceled his afternoon meetings, claiming a headache. He spent the rest of the day aimlessly wandering the campus, avoiding eye contact, feeling like he no longer belonged. The campus, once a place of hope, now felt suffocating.

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