The email notification popped up, and Sarah wanted to shatter the screen. Dr. Ito, her advisor, was retiring. Her mind raced, a chaotic blur of panicked thoughts. All that time, all that effort…was it all for nothing? She grabbed a pencil and snapped it in half, the wood splintering under her grip.

The afternoon sun streamed through the window, highlighting the dust motes dancing in the air, but the scene did not impress her. She felt a burning sensation in her throat. Her carefully constructed schedule, her detailed notes, now felt like a cruel joke.

She took a long, unsteady breath, trying to regain some semblance of composure. She had no choice. She must find another professor, she must adapt, she must keep going. She took another breath and then started looking for a new mentor.

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