The constant noise of the city, the incessant demands of her job, the feeling of being perpetually behind - it was all too much. Ms. Evans leaned against the brick wall of her apartment building, trying to catch her breath. The weight of everything seemed to push down on her. The faces of the people she passed, were blurred through the film of tears that had appeared.

A delivery person dropped off a small, potted bonsai tree, with a note attached. It read: "To Ms. Evans, from a student who knows the value of patience. Grow strong." The intricate beauty of the tiny tree offered her a momentary respite. She felt a glimmer of hope, and she clutched the note, the words resonating with 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:
😣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