The university portal showed the status update. Denied. The word flashed on the screen, taunting him. He leaned back in his chair, the sudden relaxation causing a strange tightness in his chest.

He felt a deep welling of futility. He'd poured his heart into the application, staying up late nights, writing and rewriting the essays. He'd even swallowed his pride and asked for help. And for what?

He swiveled in his chair, staring out the window. The trees seemed to sway with an unnatural vigor. He felt trapped, his future suddenly a hazy blur. He picked up his phone, but couldn't think of who to call.

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