β€œI don’t understand,” Maria murmured to herself. The email refused to make sense. It was all a blur, a collection of meaningless jargon. Her hands were clammy, her heart was pounding in her chest like a trapped bird. Her face felt hot, flushed. She felt as though she might simply fade away.

She pushed her chair back from the desk, abruptly. The sudden movement sent a sharp pain through her lower back. She winced. The ache was nothing compared to the turmoil bubbling inside her. She stared at the window, not seeing the familiar cityscape outside, lost in a whirlwind of thoughts and anxieties.

She thought of her dreams, the ambitions she had nurtured here, the life she had built. All of it now felt uncertain, threatened. A cold sweat broke out across her forehead. She felt a profound sense of isolation, of being utterly alone.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229