Rain splattered against the window, mirroring the disquiet inside Clara. She glared at the book lying on her desk, the cover art depicting a smiling version of herself. "Clara Ainsworth: A Life Unbound." The irony wasn't lost on her. She felt absolutely bound to her current state of affairs.

She had been avoiding her emails, knowing there’d be messages from her friends about the book. She’d be forced to explain, to defend, to endure the inevitable awkward conversations. The thought made her want to retreat into herself.

She took a deep breath, attempting to center herself. She knew she couldn't ignore it forever. But for now, the book, and the whole situation it represented, could just sit there, gathering dust.

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