The bright screen was mocking her. A friend request from Jason Matthews, the guy who had systematically excluded her from everything in high school. The one who had always made her feel invisible. She felt her face flush, heat spreading from her cheeks to her chest.

She slammed her hand on the desk, the force of the action startling the cat, who jumped down and slinked away. She felt a tremor run through her. She felt like screaming. She stood up abruptly, pacing back and forth in her small apartment.

She stopped at the window, staring out at the cityscape. The flashing lights and bustling streets offered no comfort, only served to amplify her inner turmoil. She felt the familiar grip of unease tighten around her.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212