"Denied." The word hung in the air, a cruel echo in her mind. She’d known, of course. She’d sensed the outcome weeks ago, when she hadn’t heard back from them. But reading it in black and white was different.

She sat frozen in her chair, the screen of her laptop a blank, mocking stare. The weight of the world seemed to settle on her shoulders. She wanted to yell, to scream, to run.

She ran a hand through her hair, her fingers tangling in the strands. The air in the room felt thick and heavy. She closed her eyes, trying to block out the reality. She felt trapped, suffocated by her own thoughts.

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