The blood pounded in Chloe’s ears. Professor Dubois, her advisor, was accepting a new position. She sat motionless, her jaw clenched tight. The library, normally a refuge, felt suffocating. She felt trapped.

She opened her laptop and began to type a curt reply to the email, then immediately deleted it. The cursor blinked mockingly, as if it were laughing at her. She felt a sudden need to flee, to escape this situation.

She gathered her belongings, her movements jerky and hurried. She marched out of the library, the automatic doors sliding open with a hiss, as if they wanted her to leave. The sudden rush of fresh air did little to calm 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