The attic air hung thick and dusty, catching in Amelia's throat as she hauled down the old cedar chest. She’d been avoiding this for years, dreading the inevitable trip down memory lane. The contents, however, held no sentimental value today. She was only searching for her late husband's missing photo albums. Inside, nestled amongst moth-eaten shawls and yellowed lace, she found a small, unopened envelope. Her own handwriting, clumsy and adolescent, stared back at her. Her jaw clenched.

She ripped it open, the paper tearing roughly. The words, addressed to her own estranged mother, were a raw testament to teenage angst and hurt. "You always favored him," the letter began, detailing a perceived lack of affection and the sting of constant comparisons to her younger brother. Her hands trembled as she read. She crushed the paper in her fist, then hurled it across the room. The cheap, faded stationery fluttered uselessly to the floor.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256