He paced his apartment, the worn rug underfoot a familiar, yet inadequate, comfort. The job, a software engineer position, was everything. He'd poured over the coding challenges, the team dynamics – every detail. It was *his*.

Now, the waiting was a slow, acid drip. He picked at the skin around his fingernails until they bled. Across the hall, he heard the muffled laughter of his roommate, who had interviewed for the same role.

He wanted to scream. He was so close to bursting, everything threatening to spill over. He considered texting his friend, but each letter felt like a betrayal. His stomach churned with every thought of his friend getting the job.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. 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 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一欑0.378
焑法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354