He shoved the attic door open with his foot, the metal hinges screaming in protest. The air inside felt thick, suffocating, like a forgotten breath held too long. He surveyed the chaos with a simmering discontent. They'd left a whole life up here, apparently.

He picked up a chipped teacup, turning it over in his hands. The delicate floral pattern seemed absurdly cheerful. He slammed it back down on a dusty trunk, the sound echoing in the confined space.

He found a collection of old letters, tied with a faded ribbon. He ripped the ribbon off and started reading, each meticulously penned word a further intrusion. The emotions expressed—love, loss, hope—felt cheap and unwelcome. He crumpled the paper in his fist.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273