Liam was pacing. Back and forth, across the cramped confines of his dorm room. The fluorescent lights overhead seemed to hum with an oppressive energy. The announcement, delivered during his history lecture, had been a bombshell. His hands, usually steady, were now clasped tightly behind his back. He kept muttering under his breath, repeating the university’s name, as if saying it might somehow change the reality.

He stopped, abruptly, and kicked a stray textbook across the room. The thud echoed in the sudden silence. He went over to the window, the cold glass a stark contrast to his heated skin. The campus, usually buzzing with activity, appeared different today. Quiet. Lonely. He felt utterly adrift, a small boat on a vast and unforgiving ocean.

He pulled out his phone, scrolling through his contacts. He hesitated before reaching his parents. How could he break the news? He needed to talk to someone, but the words felt like lead in his throat. He slumped onto his bed, burying his face in his hands, and breathed deeply, trying to calm the racing thud in his chest.

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:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236