The attic air tasted of dust and forgotten things. Sarah yanked open the old trunk, the hinges protesting with a rusty screech. Inside, nestled amongst moth-eaten blankets and brittle photographs, lay a stack of yellowed papers. Her name, scrawled in her mother’s familiar looping script, was on every single one. “Book Report on *Charlotte’s Web*," she read aloud, the words a dry rasp in her throat. Her jaw clenched.

A hot wave washed over her, starting in her chest and prickling along her skin. She slammed the lid shut, then immediately reopened it, as if she could somehow undo what she’d just seen. The sheer volume of it – every single essay, test, doodle, and even a preschool finger painting. This wasn’t just sentimentality; this was an excavation of her entire childhood. She kicked a forgotten doll across the dusty floor.

She snatched up a particularly scathing critique from a high school English paper. *“Needs more analysis, less fluff.”* A giggle escaped her, followed by a choked, “Oh, mother…” She balled the paper in her fist, then quickly smoothed it out again, as if the creases were a personal affront.

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