She hunched over the laptop, the screen illuminating her face with an unflattering pallor. Each sentence she read from the published diary was a fresh blow. Her jaw clenched, and she could feel the familiar tension in her shoulders. The air in the tiny apartment felt thick, heavy with unspoken resentment.

The words, ripped from her teenage self, were now public. Each shared memory, each silly crush, each moment of insecurity exposed for the world to dissect. She pulled a stray strand of hair behind her ear, a futile gesture against the rising tide of shame.

A frustrated sigh escaped her lips as she leaned back in her chair. The room spun around her. The world was suddenly a cruel place, and she felt desperately alone. She wanted to scream, to shatter the monitor, to erase the very existence of the words.

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