The email landed with a thud in Olivia's inbox, another burden in a long list of stressors. She read the rejection twice, the words seeming to mock her aspirations. Her hands started to tremble, and she felt a wave of nausea rise in her throat.

She sat frozen, staring blankly at the screen. The room felt suddenly cold, the cheerful sunlight outside seeming to taunt her. She wrapped her arms around herself, as if trying to ward off the chill.

She bit her lip, holding back a sob. A cold dread seeped into every cell of her body. Her future, once bright and promising, now felt uncertain and dim.

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