He stared at the blank screen, the cursor blinking like a mocking eye. The deadline loomed, a constant reminder of his responsibilities. He couldn't write a single word. He felt paralyzed.

The aroma of dinner wafted from the kitchen, a welcome distraction. The smell, however, did nothing to alleviate the internal pressure. The sound of his father's booming laughter from the living room grated on his nerves.

He slammed his laptop shut, the sound echoing in the silent room. He rose and paced the confines of his room, unable to make sense of the tangled emotions. He felt like he was drowning.

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