The numbers on the report card swam before Jake's eyes. An "F" in his favorite class - creative writing. A surge of hot, angry blood rushed to his face. He felt his face flush as if exposed to fire. He’d spent hours on the assignments, pouring his heart and soul into each story. He knew he'd done poorly on the final exam. He'd sensed it. But this… This was a punch to the gut.

He slammed his fist on the table, the sound echoing in the otherwise quiet room. He stood, pacing back and forth, fueled by a simmering resentment. Why? What had he done wrong?

He wanted to scream, to lash out, to blame someone, anyone. The unfairness of it all choked him. He felt betrayed by the subject he loved.

Emotion: nervous

Cluster: Fear / Anxiety
PC1 (Valence): -1.08 Negative
PC2 (Disposition): -0.47

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.229
trem0.203
😰0.203
😨0.201
緊張0.200
Suppressed:
la-0.397
que-0.260
a-0.242
B-0.217
H-0.210