The aroma of freshly brewed coffee, usually a comfort, now only heightened the internal ache in Avery. She watched, without looking at her roommate, Jake, as he prepared himself a cup. Her shoulders were tense; the discovery of the violation had settled deep inside her. The words, the secrets, the vulnerabilities... all exposed.

He'd done it. The journal wasn’t where she'd left it, and she'd known, the second she saw him, that he’d been through it. The forced cheeriness, the fake apologies, the way he seemed to be trying to avoid her gaze... it was all too much.

She hadn't spoken to him properly since. The silence between them grew longer with each passing hour, thick with unspoken resentment. She felt a profound sense of isolation, even in the small confines of their shared room.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184