Rain lashed against the windows, mimicking the agitated rhythm drumming in Elias's chest. He stared out, watching the mangy mutt, a creature of boundless, slobbery enthusiasm, bound across his meticulously manicured lawn again. The dog, a fluffy white cloud of canine chaos, seemed to mock his frustration, its tail a blur of glee. Elias clenched his jaw, the muscle in his cheek twitching. Another Saturday, another invasion. He felt the familiar weight of irritation settle upon him like a damp shroud.

He marched outside, the wind snatching at his threadbare sweater. The dog, mid-frolic, paused, ears perked. Its wet nose twitched, and it let out a happy bark, as if the whole escapade was a game meant just for him. Elias stopped, his hands balling into fists. "Get out," he finally managed, his voice tight.

The dog, unfazed, simply wagged harder, its eyes gleaming with playful delight. He turned and trudged back inside, the door slamming shut, the sound echoing his own exasperation. The dog would be back. He knew it.

Emotion: brooding

Cluster: Sadness / Despair
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.749
😞0.329
그의0.299
un0.273
但他0.270
Suppressed:
de-0.917
la-0.603
a-0.369
l-0.335
her-0.330