The email notification blinked accusingly in the dim light of Liam's dorm room. He stared at it for an eternity, the cursor mocking his inactivity. He'd poured his heart into that application, working tirelessly to showcase his potential. Now, a cold knot twisted in his stomach, a physical manifestation of his sinking spirits. He let out a shaky breath, his shoulders slumping. He rubbed his temples, a headache blooming behind his eyes.

He kicked a discarded textbook across the floor, the sound echoing in the sudden silence. That scholarship meant everything. His parents were already struggling; he was their hope. He sank down onto his bed, the springs groaning in protest. He felt like he'd been punched.

He reread the rejection email, the polite phrasing and well-wishes somehow more insulting than a blatant dismissal. His jaw clenched, and he pushed himself to his feet. He had to think of a plan, fast.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229