The cheap motel room felt stifling. Amelia stared at the blurry photo on her phone – a face that looked vaguely familiar, a woman she'd never met. The discovery, unearthed during a DNA test, had shaken her to her core.

She tossed the phone onto the bed, the plastic thud echoing in the room. The cheap air conditioning was doing little to dispel the oppressive heat. Her head throbbed. Each thought seemed to clang against the insides of her skull.

She crossed her arms, a shield against the world. She’d always managed things herself, and now this… this complication. The idea of opening herself up to anyone, let alone a stranger, was utterly repulsive.

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