“No, no, no,” Liam whispered, his voice cracking. He sat on the edge of his bed, staring blankly at the laptop screen. The scholarship, the thing that had made his existence here possible, was in jeopardy. His hands felt clammy, and he found himself repeatedly wiping them on his jeans.

He had dreams. He had plans. He couldn’t fail. The thought of what would happen if the financial aid was revoked sent a shiver down his spine. He ran a hand over his face, feeling the stubble of his beard. He felt a sudden urge to shave, to look presentable, to regain some semblance of control.

He got up and walked over to the window, the city lights below blurring into a kaleidoscope of colors. He felt a tightness in his chest, a sense of impending doom. He felt the need to get out and start running.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228