He sat on the porch swing, the rhythmic creak a discordant soundtrack to his inner turmoil. He stared out at the darkening sky, the stars just beginning to prick the heavens. He felt like a stranger in his own home. He discovered his daughter, Lily, had a secret account, full of angsty poems and edgy selfies.

He remembered Lily as a small child, bursting with laughter. Now, this… this meticulously curated darkness. He rubbed his temples, a dull ache throbbing there.

He pictured her, hidden behind the screen, crafting her own narrative. A surge of protectiveness, mixed with a chilling sense of distance, filled him. He felt a profound sense of loss, a grief for the daughter he thought he knew.

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