Eliza kicked a pebble across the dusty floor of the shed. The musty scent of forgotten tools and mothballs did little to lift her mood. Her brother, Thomas, was beaming, examining a gleaming, vintage sports car. A car that was now legally his.

She, on the other hand, received a box. A small, unassuming box. Inside, nestled on faded velvet, was a single, tarnished silver locket.

She picked it up, feeling its weight in her hand. It was cold. Inside, a tiny, blurred photograph of a woman she didn’t recognize. Her mouth twisted into a tight line.

“It's beautiful, Eliza!” Thomas exclaimed, oblivious. He revved the car's engine, the sound echoing through the shed. 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