The flickering neon sign of the all-night diner seemed to mock Clara with its relentless cheer. She hunched further into the booth, pulling her threadbare jacket tighter. The clatter of cutlery and the murmur of other patrons did nothing to soothe the tremor in her hands as she scrolled through her phone. "Are you sure?" she had typed, the words trembling along with her fingers. He had responded, "Yeah. I live downtown, a few blocks over from you." Her breath hitched.

Her stomach churned, a cold knot tightening with each passing second. She hadn't left her apartment in days, not since the argument with her roommate. Now, she felt exposed, vulnerable. This online friend, the one who knew everything, was suddenly… real. And close.

The waitress, a woman with kind eyes and a tired smile, placed a coffee in front of her. Clara managed a weak, “Thanks.” Then, she pushed the mug away, the bitter aroma making her feel worse. She felt a desperate need to disappear, to rewind time before that message had ever hit her screen.

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