The phone rang, and Clara answered with a smile, ready to hear the final confirmations for her fiancé’s party. Instead, she heard the hesitant voice of his best friend, "The party's off, Clara. I’m so sorry." An emergency. She felt a wave of nausea, a sudden and debilitating weakness. She had spent countless hours planning everything.

She sank onto the sofa, the cushions offering no comfort. The apartment, once filled with the promise of celebration, now felt empty and oppressive. She looked at the invitations she'd so carefully addressed. All that effort, wasted. She hugged herself tightly, as if trying to hold herself together.

She closed her eyes, fighting back the sting of unshed tears.

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:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229