He stared at the calendar, its squares mocking him with their inflexibility. Mark's pool party: the perfect way to spend a summer afternoon. Then there was the surprise party for his sister, which involved a huge amount of secret preparation. Josh slumped back in his chair, a sudden weariness washing over him.

His breath hitched. He closed his eyes, picturing both parties, each with its own set of expectations. He felt squeezed, cornered. The world seemed to be closing in.

He rubbed his temples, trying to ward off the throbbing that had begun there. He felt a desperate urge to run, to escape the impossible choice.

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