The sketchbook ripped in her hand as she tried to sketch a portrait, the pencil point breaking from the pressure. "Really, Alex? Now?" The question, intended to be casual, came out as a harsh whisper. Across the country. After all the plans they made. All the concerts, all the movies, all the quiet nights together.

Her vision blurred. The ink on her pen seemed to be smudging on her hands, ruining the drawing, much like everything else. She threw the sketchbook against the wall, the impact doing little to soothe the growing ache in her chest.

She went to the window, watching the rain pour down, mirroring the storm inside 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