The news hit Daniel like a physical blow. His breath hitched in his throat as he scanned the professor's email. He couldn't believe it. He’d poured his heart and soul into that paper. The accusations felt like a betrayal. His knuckles were white as he gripped the edge of the desk.

His mind raced, a chaotic jumble of memories and anxieties. He recalled the countless hours spent researching, the careful outlining, the painstaking writing process. How could this be happening? He felt a deep, sickening lurch in his stomach.

He got up abruptly, needing air. He wandered into the hallway, away from the watchful eyes of classmates. The air seemed thin, difficult to breathe. He leaned against the cool wall, trying to regain some semblance of control, but found himself trembling.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229