He paced the length of his tiny dorm room, the worn carpet offering little comfort. The news had hit him like a physical blow, leaving him winded. The scholarship, the lifeline, was a mistake. Now, the weight of the upcoming semester pressed down on him with crushing force. He ran a hand through his already dishevelled hair, the action a futile attempt to make sense of the situation. His breath came in shallow, rapid pants.

His phone buzzed with a message from his mother. He couldn't bring himself to read it. He knew what she would say, and the thought of her disappointment made his chest tighten. The walls of his room seemed to close in, the air growing heavy and hard to breathe. He felt a desperate urge to flee, to run far away from the crushing reality that was now his.

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