"No," whispered Daniel, the word barely audible. He looked from the letter in his hands to the crumbling brick of the university building, and back again. The campus, usually vibrant with activity, suddenly seemed to shrink, as if retreating into itself. He'd poured everything into this place.

He pulled at the collar of his shirt, suddenly feeling as if he was choking. The thought of his father, who had sacrificed so much to send him here, filled him with a potent sense of shame. He wanted to shout, to rail against the injustice of it all, but his throat was constricted, making even a cough difficult.

He walked aimlessly, his feet carrying him towards the library. The familiar scent of old books offered no comfort. He couldn't concentrate on a single word. He felt utterly and completely lost.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169