The small, cramped apartment seemed to close in around her. The air tasted stale, heavy with unshed tears. She clutched the paper, her mother's bucket list, to her chest. “Learn to speak Spanish.” She'd always envied her mother’s zest for life, her eagerness to embrace new experiences. Now, all that was left was an overwhelming sense of incompleteness.

She felt a tremor run through her, a wave of cold washing over her. She paced, her movements jerky and erratic, unable to settle. She picked up a framed photograph of her mother, the smile a constant reminder of the joy now lost. She hurled it across the room.

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