"Unbelievable," Clara spat, the word laced with disdain. She’d barely slept since reading the email. Now, everything felt different. The air felt heavy, and the sky a dull, lifeless grey. The campus, once a source of excitement, now appeared ominous.

She slammed the door of her dorm room, the sound echoing in the empty hallway. The thought of packing up, of moving, of starting over, filled her with a profound sense of dread.

She paced back and forth, her steps heavy, her movements jerky. The future, once a clear path, now loomed before her, obscured by a dense fog of uncertainty. She wanted to scream.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184