The constant beeping of the traffic lights outside the window seemed to be adding to the stress of the evening. Michael stared at the words, "I live down the street," on his phone screen. He had built this whole persona online, a carefully constructed facade he'd maintained with "GamingGuruX". The idea of them meeting, of that persona being exposed as a fraud, was unbearable.

He felt like a caged animal. Every muscle in his body was tense. He kept fidgeting, changing his position, unable to find any peace. He checked the clock. It was getting late.

A knot formed in his throat, and the taste of bile rose in his mouth. He thought about turning off his phone, but he was too afraid to look away. He closed his eyes, took a shaky breath, and then peeked again at his phone.

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