Mark, a veteran student, received the news during his online class. He felt as though the blood had drained from his face. The words felt like a physical blow. This wasn't just a disruption; it was a betrayal of everything he'd invested in.

He disconnected from the call, then closed his laptop. He needed to be alone. He walked through his apartment, restless, his hands clenched into fists. He had planned to retire after graduation, and now, the rug had been pulled out from under him.

He thought of all the time, the effort, the moneyโ€ฆ gone. His throat tightened. He stopped by the window and looked down at the empty street. He felt adrift, like a ship without a rudder, lost at sea.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236