The crisp white envelope felt like a brand on her palm. She squeezed it, the paper crinkling under the pressure, the sound a small, satisfying crackle. High school reunion. After all this time. She threw it across the kitchen, watching it skitter to a stop against the refrigerator. The chipped ceramic tile gleamed in the harsh fluorescent light, mocking her.

Her jaw clenched, a muscle jumping in her cheek. It had been years since she'd thought about them, about that place. Now, here it was, a tangible reminder of everything she'd tried so hard to leave behind. She slammed the cupboard door, the sudden noise echoing in the otherwise silent room.

She took a deep, shuddering breath, her chest tightening. The email had been more than enough. This thing, this physical manifestation of it all, felt like a personal affront. She pictured the faces, the smug grins, the shared memories she'd never been part of. The idea of feigning interest in their lives, of small talk and forced smiles, made her want to scream.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296