The email notification popped up on Jessica’s screen, making her jump. Her heart leaped into her throat as she opened it. The subject line, "Possible Academic Misconduct," was like a slap in the face. She felt a knot tighten in her stomach.

Her fingers trembled as she scrolled through the document, the professor's words piercing her like arrows. She’d always prided herself on her integrity, her adherence to the rules. This accusation felt like a personal attack.

She pushed back from her desk, the sudden movement causing her head to spin. She got up, pacing back and forth in her small room, feeling the tension build in her shoulders. The weight of the accusation felt crushing.

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