"Magnificent," a man had said, his voice carrying clearly across the park. For weeks, Finn had been working on a massive metal sculpture, intending to keep it private, a therapeutic exercise. Now, it stood proudly on the town square, a tribute to his own perceived failings. The town council had taken it without him even knowing. The feeling of being exposed was overwhelming. He struggled to stand still.

His vision blurred. He felt an intense pressure building behind his eyes. He squeezed them shut, willing the dizziness to subside. It didn't. He ran his hands through his hair, a nervous gesture. He hated the way everyone was staring at it.

He imagined the criticism, the mockery. Each negative thought was like another hammer blow, each blow bringing him closer to breaking point. He bit his lip so hard, he tasted blood. He had to leave, to get away.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256