He’d known it was a long shot, but the rejection still hit him like a physical blow. James slumped onto the worn couch in his cramped apartment, the unopened letter clutched in his hand. The weight of it felt immense. He wanted to rip it to shreds, to obliterate the words that sealed his fate, but his hand wouldn't obey.

The familiar ache started in his chest, a dull, persistent throb. The tuition bills were already piling up on his desk. He thought about his parents, and the sacrifices they'd already made. He let out a strained, humorless laugh. What was he supposed to do now?

He slowly unfolded the letter. His eyes scanned the impersonal text, each word a hammer blow.

Emotion: heartbroken

Cluster: Sadness / Despair
PC1 (Valence): -2.60 Negative
PC2 (Disposition): -1.10

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.433
S0.385
πŸ˜”0.359
haunting0.349
😒0.342
Suppressed:
de-0.503
la-0.455
B-0.352
πŸ€“-0.332
!-0.299