The old woman, Elara, slowly lowered herself to the ground, her bones creaking in protest. She stared at the rectangular box, her lips pressed into a thin, tight line. This felt like some sick joke, a deliberate act of spite.

She ran a gnarled hand over the cold, damp metal. Her fingers trembled. She didn't have time for this nonsense. She needed to be back in the house, tending to her herbs.

She lifted the lid and peered inside. There was a drawing, a crudely drawn portrait of her as a young girl, and a small, empty bottle. Rage flared in her chest. She needed to breathe.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253