โ€œThereโ€™s been a mistake,โ€ the administrator said, his voice clipped and efficient. Grace felt a cold dread creep into her bones. The scholarship had been her gateway to a new life, a future sheโ€™d meticulously planned. The news hit her like a physical blow, leaving her breathless.

She retreated to the library, the quiet a stark contrast to the turmoil inside her. She stared at the books, but the words swam before her eyes. She felt the sudden need to escape, to run far away from the stifling atmosphere of uncertainty.

She grabbed her bag, her hands trembling. She felt a profound sense of loss, a gnawing emptiness that threatened to consume her.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229