Sarah glared at the school newsletter. Her jaw clenched. There, in bold letters, was Mr. Henderson’s name under the second-grade class roster. The same Mr. Henderson who, in her childhood, had consistently called her “Shirley, with a ‘y’?” She remembered the awkwardness, the humiliation. She ran a hand through her hair, tugging at the strands.

The thought of him shaping young minds filled her with a profound unease. She imagined the same condescending smile, the same weary sighs she remembered from countless detention slips. "Wonderful," she mumbled under her breath. “Just what I needed.” This feeling of intense irritation swirled in her chest.

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