The flashlight beam danced erratically across the attic floor, illuminating cobwebs and forgotten furniture. The light flickered, mirroring the instability in Emily's chest. She had wanted to start afresh, to escape the shadows of her past. Finding these objects was only making her feel worse.

She stumbled upon a collection of forgotten paintings, stacked against a wall. The canvas was cracked, the colors muted. The faces staring back at her were distant and indistinct, much like her own memories. The weight of all these ghosts suddenly felt unbearable.

She collapsed onto an old, moth-eaten armchair, letting her head fall back against the worn fabric. A heavy feeling washed over her, a deep and unyielding weariness. The silence was deafening.

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