The antique music box sat on the dusty table, its inlaid mother-of-pearl shimmering under the dim light. Aunt Millie was at it again, rattling on about “financial burdens” and “downsizing”. A knot formed in Arthur's stomach, twisting with each saccharine word.

He slammed his coffee cup onto the counter, the ceramic clinking sharply. "Are you absolutely sure, Aunt Millie?" His voice was tight, a low growl barely concealing his ire.

She sighed, a theatrical exhalation that sent a wave of agitation through him. "Arthur, dear, you know I wouldn't do this if I didn't have to." He didn't believe a word of it.

His shoulders slumped as he stared at the ornate box. It played the lullaby his mother had sung to him. A wave of resentment washed over him, hot and bitter. He turned and stalked out, the screen door slamming behind him.

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